{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#-*-coding:utf-8 -*-\n",
    "#所有需要的库文件添加该处\n",
    "import pandas as pd\n",
    "from six import StringIO\n",
    "import matplotlib.pyplot as plt\n",
    "import  numpy as np\n",
    "import os\n",
    "import sys\n",
    "from datetime import datetime,timedelta\n",
    "from pyecharts import Line,Kline,Bar,Overlap,Grid\n",
    "from jqdatasdk import *\n",
    "import requests\n",
    "import tushare as ts\n",
    "from dateutil.parser import parse\n",
    "#import pandas_profiling\n",
    "pd.set_option('precision',3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "文件所在目录：index_dir = \"C:\\\\quanttime\\\\data\\\\index\\\\\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#所用文件目录如下：\n",
    "stock_basic_info_dir = \"C:\\\\quanttime\\\\data\\\\basic_info\\\\all_stock_info.csv\"\n",
    "index_basic_info_dir = \"C:\\\\quanttime\\\\data\\\\basic_info\\\\index_all_info_for_analyse.csv\"\n",
    "index_valuation_dir = \"C:\\\\quanttime\\\\data\\\\index\\\\index_valuation\\\\\"\n",
    "stock_valuation_dir = \"C:\\\\quanttime\\\\data\\\\finance\\\\valuation\\\\\"\n",
    "index_k_dir = \"C:\\\\quanttime\\\\data\\\\index\\\\jq\\\\\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#需要分析的指数添加到该list中\n",
    "analyse_index_list = [\"000001.XSHG\", \"000300.XSHG\", \"000905.XSHG\", \"399001.XSHE\",\\\n",
    "                      \"399005.XSHE\", \"399006.XSHE\", \"399016.XSHE\",\"399300.XSHE\",\\\n",
    "                      \"399975.XSHE\",\"399368.XSHE\",\"399959.XSHE\",\"399967.XSHE\",\"399241.XSHE\",\\\n",
    "                      \"000015.XSHG\",\"000016.XSHG\",\"000813.XSHG\",\"000814.XSHG\",\"000815.XSHG\",\\\n",
    "                     \"000005.XSHG\",\"000006.XSHG\",\"000007.XSHG\",\"000015.XSHG\",\"000816.XSHG\",\\\n",
    "                     \"000948.XSHG\",\"000043.XSHG\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#加载index 基本信息\n",
    "df_index_info = pd.read_csv(index_basic_info_dir,index_col=[\"code\"],encoding=\"gbk\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对指数的估值进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>名称</th>\n",
       "      <th>PB</th>\n",
       "      <th>5%分位</th>\n",
       "      <th>PB最小</th>\n",
       "      <th>PB最大</th>\n",
       "      <th>PB中位数</th>\n",
       "      <th>PB标准差</th>\n",
       "      <th>PE</th>\n",
       "      <th>5%分位</th>\n",
       "      <th>PE最小</th>\n",
       "      <th>PE最大</th>\n",
       "      <th>PE中位数</th>\n",
       "      <th>PE标准差</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>000001.XSHG</th>\n",
       "      <td>上证指数</td>\n",
       "      <td>1.38</td>\n",
       "      <td>1.310</td>\n",
       "      <td>1.21('2014/5/7')</td>\n",
       "      <td>7.14('2007/10/15')</td>\n",
       "      <td>1.89</td>\n",
       "      <td>1.094</td>\n",
       "      <td>13.39</td>\n",
       "      <td>10.430</td>\n",
       "      <td>9.04('2014/4/28')</td>\n",
       "      <td>72.54('2007/10/15')</td>\n",
       "      <td>17.380</td>\n",
       "      <td>11.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000300.XSHG</th>\n",
       "      <td>沪深300</td>\n",
       "      <td>1.39</td>\n",
       "      <td>1.290</td>\n",
       "      <td>1.17('2014-05-07')</td>\n",
       "      <td>7.46('2007-10-16')</td>\n",
       "      <td>1.76</td>\n",
       "      <td>1.206</td>\n",
       "      <td>12.25</td>\n",
       "      <td>9.320</td>\n",
       "      <td>8.18('2014-05-19')</td>\n",
       "      <td>65.63('2007-10-31')</td>\n",
       "      <td>14.085</td>\n",
       "      <td>10.242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000905.XSHG</th>\n",
       "      <td>中证500</td>\n",
       "      <td>1.81</td>\n",
       "      <td>1.806</td>\n",
       "      <td>1.44('2008-11-04')</td>\n",
       "      <td>5.89('2015-06-15')</td>\n",
       "      <td>2.77</td>\n",
       "      <td>0.902</td>\n",
       "      <td>26.52</td>\n",
       "      <td>21.406</td>\n",
       "      <td>17.54('2019-01-03')</td>\n",
       "      <td>103.75('2008-01-15')</td>\n",
       "      <td>38.100</td>\n",
       "      <td>19.343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399001.XSHE</th>\n",
       "      <td>深证成指</td>\n",
       "      <td>2.37</td>\n",
       "      <td>1.860</td>\n",
       "      <td>1.67('2005-11-15')</td>\n",
       "      <td>8.82('2007-10-16')</td>\n",
       "      <td>2.80</td>\n",
       "      <td>1.252</td>\n",
       "      <td>23.85</td>\n",
       "      <td>12.486</td>\n",
       "      <td>10.61('2005-07-11')</td>\n",
       "      <td>63.44('2007-10-16')</td>\n",
       "      <td>22.000</td>\n",
       "      <td>11.033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399005.XSHE</th>\n",
       "      <td>中小板指</td>\n",
       "      <td>3.04</td>\n",
       "      <td>2.990</td>\n",
       "      <td>2.39('2008-11-04')</td>\n",
       "      <td>8.17('2007-10-10')</td>\n",
       "      <td>4.15</td>\n",
       "      <td>1.162</td>\n",
       "      <td>24.09</td>\n",
       "      <td>23.072</td>\n",
       "      <td>19.44('2008-10-27')</td>\n",
       "      <td>80.41('2008-01-15')</td>\n",
       "      <td>34.580</td>\n",
       "      <td>11.801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399006.XSHE</th>\n",
       "      <td>创业板指</td>\n",
       "      <td>4.10</td>\n",
       "      <td>3.060</td>\n",
       "      <td>2.51('2012-12-03')</td>\n",
       "      <td>15.01('2015-06-03')</td>\n",
       "      <td>4.71</td>\n",
       "      <td>1.920</td>\n",
       "      <td>49.56</td>\n",
       "      <td>32.782</td>\n",
       "      <td>27.99('2012-12-03')</td>\n",
       "      <td>139.96('2015-06-03')</td>\n",
       "      <td>54.630</td>\n",
       "      <td>19.402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399016.XSHE</th>\n",
       "      <td>深证创新指数</td>\n",
       "      <td>3.15</td>\n",
       "      <td>2.780</td>\n",
       "      <td>2.57('2019-01-03')</td>\n",
       "      <td>4.79('2017-11-13')</td>\n",
       "      <td>4.09</td>\n",
       "      <td>0.574</td>\n",
       "      <td>26.95</td>\n",
       "      <td>19.645</td>\n",
       "      <td>18.33('2019-01-03')</td>\n",
       "      <td>40.29('2017-11-13')</td>\n",
       "      <td>32.875</td>\n",
       "      <td>6.185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399300.XSHE</th>\n",
       "      <td>沪深300</td>\n",
       "      <td>1.39</td>\n",
       "      <td>1.290</td>\n",
       "      <td>1.17('2014-05-07')</td>\n",
       "      <td>7.46('2007-10-16')</td>\n",
       "      <td>1.77</td>\n",
       "      <td>1.206</td>\n",
       "      <td>12.25</td>\n",
       "      <td>9.320</td>\n",
       "      <td>8.18('2014-05-19')</td>\n",
       "      <td>65.63('2007-10-31')</td>\n",
       "      <td>14.110</td>\n",
       "      <td>10.241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399975.XSHE</th>\n",
       "      <td>中证全指证券公司指数(四级行业)</td>\n",
       "      <td>1.72</td>\n",
       "      <td>1.340</td>\n",
       "      <td>1.1('2018/10/18')</td>\n",
       "      <td>6.11('2015/6/8')</td>\n",
       "      <td>2.41</td>\n",
       "      <td>0.980</td>\n",
       "      <td>118.20</td>\n",
       "      <td>15.555</td>\n",
       "      <td>12.4('2015/9/15')</td>\n",
       "      <td>145.18('2019-04-04')</td>\n",
       "      <td>38.155</td>\n",
       "      <td>18.759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399368.XSHE</th>\n",
       "      <td>国证军工</td>\n",
       "      <td>2.76</td>\n",
       "      <td>2.780</td>\n",
       "      <td>2.22('2012/12/3')</td>\n",
       "      <td>11.33('2015/6/2')</td>\n",
       "      <td>4.21</td>\n",
       "      <td>1.517</td>\n",
       "      <td>69.35</td>\n",
       "      <td>70.493</td>\n",
       "      <td>59.6('2018/10/29')</td>\n",
       "      <td>326.97('2018/1/10')</td>\n",
       "      <td>133.360</td>\n",
       "      <td>49.503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399959.XSHE</th>\n",
       "      <td>军工指数</td>\n",
       "      <td>2.59</td>\n",
       "      <td>2.883</td>\n",
       "      <td>2.42('2012/12/3')</td>\n",
       "      <td>13.06('2015/6/2')</td>\n",
       "      <td>4.15</td>\n",
       "      <td>1.925</td>\n",
       "      <td>73.90</td>\n",
       "      <td>81.645</td>\n",
       "      <td>65.21('2018/10/19')</td>\n",
       "      <td>333.38('2015/6/12')</td>\n",
       "      <td>145.805</td>\n",
       "      <td>54.677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399967.XSHE</th>\n",
       "      <td>中证军工</td>\n",
       "      <td>2.96</td>\n",
       "      <td>3.303</td>\n",
       "      <td>2.89('2018/10/30')</td>\n",
       "      <td>13.37('2015/6/2')</td>\n",
       "      <td>5.90</td>\n",
       "      <td>1.976</td>\n",
       "      <td>52.84</td>\n",
       "      <td>59.727</td>\n",
       "      <td>49.07('2018/10/19')</td>\n",
       "      <td>979.83('2015/11/26')</td>\n",
       "      <td>151.990</td>\n",
       "      <td>183.414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399241.XSHE</th>\n",
       "      <td>地产指数</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.321</td>\n",
       "      <td>1.6('2018/10/18')</td>\n",
       "      <td>171.13('2014/12/5')</td>\n",
       "      <td>4.25</td>\n",
       "      <td>25.461</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.898</td>\n",
       "      <td>16.98('2018/9/28')</td>\n",
       "      <td>464.15('2015/11/23')</td>\n",
       "      <td>83.015</td>\n",
       "      <td>69.211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000015.XSHG</th>\n",
       "      <td>红利指数</td>\n",
       "      <td>1.42</td>\n",
       "      <td>1.570</td>\n",
       "      <td>1.26('2018/11/28')</td>\n",
       "      <td>10.37('2007/9/10')</td>\n",
       "      <td>2.17</td>\n",
       "      <td>1.501</td>\n",
       "      <td>13.31</td>\n",
       "      <td>11.099</td>\n",
       "      <td>6.23('2008/11/4')</td>\n",
       "      <td>168.03('2016/10/25')</td>\n",
       "      <td>20.000</td>\n",
       "      <td>17.738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000016.XSHG</th>\n",
       "      <td>上证50</td>\n",
       "      <td>2.10</td>\n",
       "      <td>1.860</td>\n",
       "      <td>1.62('2018/6/1')</td>\n",
       "      <td>5.22('2015/6/8')</td>\n",
       "      <td>2.24</td>\n",
       "      <td>0.600</td>\n",
       "      <td>17.19</td>\n",
       "      <td>18.890</td>\n",
       "      <td>15.8('2011/12/27')</td>\n",
       "      <td>394.56('2015/4/14')</td>\n",
       "      <td>25.250</td>\n",
       "      <td>62.944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000813.XSHG</th>\n",
       "      <td>细分化工</td>\n",
       "      <td>1.83</td>\n",
       "      <td>2.168</td>\n",
       "      <td>1.8('2018-11-26')</td>\n",
       "      <td>7.59('2015-06-12')</td>\n",
       "      <td>2.92</td>\n",
       "      <td>0.898</td>\n",
       "      <td>16.85</td>\n",
       "      <td>20.326</td>\n",
       "      <td>15.82('2018-10-26')</td>\n",
       "      <td>555.27('2015-08-19')</td>\n",
       "      <td>46.770</td>\n",
       "      <td>73.654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000814.XSHG</th>\n",
       "      <td>细分医药</td>\n",
       "      <td>4.18</td>\n",
       "      <td>4.540</td>\n",
       "      <td>4.07('2018-10-18')</td>\n",
       "      <td>10.8('2015-06-15')</td>\n",
       "      <td>5.80</td>\n",
       "      <td>1.021</td>\n",
       "      <td>25.22</td>\n",
       "      <td>31.822</td>\n",
       "      <td>24.83('2018-10-18')</td>\n",
       "      <td>158.26('2013-05-30')</td>\n",
       "      <td>51.590</td>\n",
       "      <td>21.717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000815.XSHG</th>\n",
       "      <td>细分食品</td>\n",
       "      <td>3.73</td>\n",
       "      <td>3.500</td>\n",
       "      <td>3.27('2013-06-27')</td>\n",
       "      <td>8.2('2015-06-30')</td>\n",
       "      <td>4.89</td>\n",
       "      <td>1.232</td>\n",
       "      <td>30.20</td>\n",
       "      <td>39.716</td>\n",
       "      <td>29.57('2018-12-19')</td>\n",
       "      <td>267.98('2012-04-11')</td>\n",
       "      <td>68.790</td>\n",
       "      <td>27.265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000005.XSHG</th>\n",
       "      <td>商业指数</td>\n",
       "      <td>3.38</td>\n",
       "      <td>3.570</td>\n",
       "      <td>2.81('2018/10/18')</td>\n",
       "      <td>46.75('2016/1/11')</td>\n",
       "      <td>7.09</td>\n",
       "      <td>7.582</td>\n",
       "      <td>53.36</td>\n",
       "      <td>43.651</td>\n",
       "      <td>36.42('2018/10/18')</td>\n",
       "      <td>1033.25('2015/4/27')</td>\n",
       "      <td>83.295</td>\n",
       "      <td>94.086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000006.XSHG</th>\n",
       "      <td>地产指数</td>\n",
       "      <td>1.54</td>\n",
       "      <td>1.650</td>\n",
       "      <td>1.39('2012/8/21')</td>\n",
       "      <td>33.87('2014/6/5')</td>\n",
       "      <td>2.49</td>\n",
       "      <td>3.150</td>\n",
       "      <td>16.76</td>\n",
       "      <td>18.676</td>\n",
       "      <td>12.29('2018/10/19')</td>\n",
       "      <td>270.54('2015/6/12')</td>\n",
       "      <td>33.920</td>\n",
       "      <td>26.588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000007.XSHG</th>\n",
       "      <td>公用指数</td>\n",
       "      <td>1.95</td>\n",
       "      <td>1.960</td>\n",
       "      <td>1.59('2012/12/3')</td>\n",
       "      <td>11.32('2014/12/29')</td>\n",
       "      <td>3.32</td>\n",
       "      <td>1.058</td>\n",
       "      <td>34.91</td>\n",
       "      <td>30.811</td>\n",
       "      <td>28.23('2014/1/20')</td>\n",
       "      <td>227.03('2012/5/23')</td>\n",
       "      <td>51.750</td>\n",
       "      <td>36.254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000015.XSHG</th>\n",
       "      <td>红利指数</td>\n",
       "      <td>1.42</td>\n",
       "      <td>1.570</td>\n",
       "      <td>1.26('2018/11/28')</td>\n",
       "      <td>10.37('2007/9/10')</td>\n",
       "      <td>2.17</td>\n",
       "      <td>1.501</td>\n",
       "      <td>13.31</td>\n",
       "      <td>11.099</td>\n",
       "      <td>6.23('2008/11/4')</td>\n",
       "      <td>168.03('2016/10/25')</td>\n",
       "      <td>20.000</td>\n",
       "      <td>17.738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000816.XSHG</th>\n",
       "      <td>细分地产</td>\n",
       "      <td>1.36</td>\n",
       "      <td>1.510</td>\n",
       "      <td>1.25('2018/10/18')</td>\n",
       "      <td>5.99('2015/6/12')</td>\n",
       "      <td>2.47</td>\n",
       "      <td>0.712</td>\n",
       "      <td>10.93</td>\n",
       "      <td>14.350</td>\n",
       "      <td>10.56('2018/10/31')</td>\n",
       "      <td>256.51('2012/5/8')</td>\n",
       "      <td>36.890</td>\n",
       "      <td>41.021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000948.XSHG</th>\n",
       "      <td>内地地产</td>\n",
       "      <td>1.34</td>\n",
       "      <td>1.630</td>\n",
       "      <td>1.2('2018/10/30')</td>\n",
       "      <td>6.63('2009/12/10')</td>\n",
       "      <td>2.76</td>\n",
       "      <td>0.868</td>\n",
       "      <td>15.22</td>\n",
       "      <td>16.610</td>\n",
       "      <td>10.2('2018/10/30')</td>\n",
       "      <td>363.9('2012/6/18')</td>\n",
       "      <td>34.070</td>\n",
       "      <td>43.148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000043.XSHG</th>\n",
       "      <td>超大盘</td>\n",
       "      <td>2.51</td>\n",
       "      <td>1.910</td>\n",
       "      <td>1.77('2016/6/24')</td>\n",
       "      <td>6.09('2015/6/15')</td>\n",
       "      <td>2.45</td>\n",
       "      <td>0.600</td>\n",
       "      <td>17.77</td>\n",
       "      <td>14.121</td>\n",
       "      <td>12.88('2012/8/29')</td>\n",
       "      <td>99.99('2015/6/15')</td>\n",
       "      <td>23.470</td>\n",
       "      <td>16.719</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           名称    PB   5%分位                PB最小  \\\n",
       "code                                                             \n",
       "000001.XSHG              上证指数  1.38  1.310    1.21('2014/5/7')   \n",
       "000300.XSHG             沪深300  1.39  1.290  1.17('2014-05-07')   \n",
       "000905.XSHG             中证500  1.81  1.806  1.44('2008-11-04')   \n",
       "399001.XSHE              深证成指  2.37  1.860  1.67('2005-11-15')   \n",
       "399005.XSHE              中小板指  3.04  2.990  2.39('2008-11-04')   \n",
       "399006.XSHE              创业板指  4.10  3.060  2.51('2012-12-03')   \n",
       "399016.XSHE            深证创新指数  3.15  2.780  2.57('2019-01-03')   \n",
       "399300.XSHE             沪深300  1.39  1.290  1.17('2014-05-07')   \n",
       "399975.XSHE  中证全指证券公司指数(四级行业)  1.72  1.340   1.1('2018/10/18')   \n",
       "399368.XSHE              国证军工  2.76  2.780   2.22('2012/12/3')   \n",
       "399959.XSHE              军工指数  2.59  2.883   2.42('2012/12/3')   \n",
       "399967.XSHE              中证军工  2.96  3.303  2.89('2018/10/30')   \n",
       "399241.XSHE              地产指数   NaN  2.321   1.6('2018/10/18')   \n",
       "000015.XSHG              红利指数  1.42  1.570  1.26('2018/11/28')   \n",
       "000016.XSHG              上证50  2.10  1.860    1.62('2018/6/1')   \n",
       "000813.XSHG              细分化工  1.83  2.168   1.8('2018-11-26')   \n",
       "000814.XSHG              细分医药  4.18  4.540  4.07('2018-10-18')   \n",
       "000815.XSHG              细分食品  3.73  3.500  3.27('2013-06-27')   \n",
       "000005.XSHG              商业指数  3.38  3.570  2.81('2018/10/18')   \n",
       "000006.XSHG              地产指数  1.54  1.650   1.39('2012/8/21')   \n",
       "000007.XSHG              公用指数  1.95  1.960   1.59('2012/12/3')   \n",
       "000015.XSHG              红利指数  1.42  1.570  1.26('2018/11/28')   \n",
       "000816.XSHG              细分地产  1.36  1.510  1.25('2018/10/18')   \n",
       "000948.XSHG              内地地产  1.34  1.630   1.2('2018/10/30')   \n",
       "000043.XSHG               超大盘  2.51  1.910   1.77('2016/6/24')   \n",
       "\n",
       "                            PB最大  PB中位数   PB标准差      PE    5%分位  \\\n",
       "code                                                              \n",
       "000001.XSHG   7.14('2007/10/15')   1.89   1.094   13.39  10.430   \n",
       "000300.XSHG   7.46('2007-10-16')   1.76   1.206   12.25   9.320   \n",
       "000905.XSHG   5.89('2015-06-15')   2.77   0.902   26.52  21.406   \n",
       "399001.XSHE   8.82('2007-10-16')   2.80   1.252   23.85  12.486   \n",
       "399005.XSHE   8.17('2007-10-10')   4.15   1.162   24.09  23.072   \n",
       "399006.XSHE  15.01('2015-06-03')   4.71   1.920   49.56  32.782   \n",
       "399016.XSHE   4.79('2017-11-13')   4.09   0.574   26.95  19.645   \n",
       "399300.XSHE   7.46('2007-10-16')   1.77   1.206   12.25   9.320   \n",
       "399975.XSHE     6.11('2015/6/8')   2.41   0.980  118.20  15.555   \n",
       "399368.XSHE    11.33('2015/6/2')   4.21   1.517   69.35  70.493   \n",
       "399959.XSHE    13.06('2015/6/2')   4.15   1.925   73.90  81.645   \n",
       "399967.XSHE    13.37('2015/6/2')   5.90   1.976   52.84  59.727   \n",
       "399241.XSHE  171.13('2014/12/5')   4.25  25.461     NaN  33.898   \n",
       "000015.XSHG   10.37('2007/9/10')   2.17   1.501   13.31  11.099   \n",
       "000016.XSHG     5.22('2015/6/8')   2.24   0.600   17.19  18.890   \n",
       "000813.XSHG   7.59('2015-06-12')   2.92   0.898   16.85  20.326   \n",
       "000814.XSHG   10.8('2015-06-15')   5.80   1.021   25.22  31.822   \n",
       "000815.XSHG    8.2('2015-06-30')   4.89   1.232   30.20  39.716   \n",
       "000005.XSHG   46.75('2016/1/11')   7.09   7.582   53.36  43.651   \n",
       "000006.XSHG    33.87('2014/6/5')   2.49   3.150   16.76  18.676   \n",
       "000007.XSHG  11.32('2014/12/29')   3.32   1.058   34.91  30.811   \n",
       "000015.XSHG   10.37('2007/9/10')   2.17   1.501   13.31  11.099   \n",
       "000816.XSHG    5.99('2015/6/12')   2.47   0.712   10.93  14.350   \n",
       "000948.XSHG   6.63('2009/12/10')   2.76   0.868   15.22  16.610   \n",
       "000043.XSHG    6.09('2015/6/15')   2.45   0.600   17.77  14.121   \n",
       "\n",
       "                            PE最小                  PE最大    PE中位数    PE标准差  \n",
       "code                                                                      \n",
       "000001.XSHG    9.04('2014/4/28')   72.54('2007/10/15')   17.380   11.400  \n",
       "000300.XSHG   8.18('2014-05-19')   65.63('2007-10-31')   14.085   10.242  \n",
       "000905.XSHG  17.54('2019-01-03')  103.75('2008-01-15')   38.100   19.343  \n",
       "399001.XSHE  10.61('2005-07-11')   63.44('2007-10-16')   22.000   11.033  \n",
       "399005.XSHE  19.44('2008-10-27')   80.41('2008-01-15')   34.580   11.801  \n",
       "399006.XSHE  27.99('2012-12-03')  139.96('2015-06-03')   54.630   19.402  \n",
       "399016.XSHE  18.33('2019-01-03')   40.29('2017-11-13')   32.875    6.185  \n",
       "399300.XSHE   8.18('2014-05-19')   65.63('2007-10-31')   14.110   10.241  \n",
       "399975.XSHE    12.4('2015/9/15')  145.18('2019-04-04')   38.155   18.759  \n",
       "399368.XSHE   59.6('2018/10/29')   326.97('2018/1/10')  133.360   49.503  \n",
       "399959.XSHE  65.21('2018/10/19')   333.38('2015/6/12')  145.805   54.677  \n",
       "399967.XSHE  49.07('2018/10/19')  979.83('2015/11/26')  151.990  183.414  \n",
       "399241.XSHE   16.98('2018/9/28')  464.15('2015/11/23')   83.015   69.211  \n",
       "000015.XSHG    6.23('2008/11/4')  168.03('2016/10/25')   20.000   17.738  \n",
       "000016.XSHG   15.8('2011/12/27')   394.56('2015/4/14')   25.250   62.944  \n",
       "000813.XSHG  15.82('2018-10-26')  555.27('2015-08-19')   46.770   73.654  \n",
       "000814.XSHG  24.83('2018-10-18')  158.26('2013-05-30')   51.590   21.717  \n",
       "000815.XSHG  29.57('2018-12-19')  267.98('2012-04-11')   68.790   27.265  \n",
       "000005.XSHG  36.42('2018/10/18')  1033.25('2015/4/27')   83.295   94.086  \n",
       "000006.XSHG  12.29('2018/10/19')   270.54('2015/6/12')   33.920   26.588  \n",
       "000007.XSHG   28.23('2014/1/20')   227.03('2012/5/23')   51.750   36.254  \n",
       "000015.XSHG    6.23('2008/11/4')  168.03('2016/10/25')   20.000   17.738  \n",
       "000816.XSHG  10.56('2018/10/31')    256.51('2012/5/8')   36.890   41.021  \n",
       "000948.XSHG   10.2('2018/10/30')    363.9('2012/6/18')   34.070   43.148  \n",
       "000043.XSHG   12.88('2012/8/29')    99.99('2015/6/15')   23.470   16.719  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "#结果按照如下column排列：\n",
    "#code，名称，Pb，5%分位，PB_min，PB_max，PB_中值，PB_方差，Pe，5%分位，PE_min，PE_max，PE_均值，PE_方差\n",
    "general_result = []\n",
    "for index in analyse_index_list:\n",
    "    index_valuation = index_valuation_dir + index + '.csv'\n",
    "    #df_index_valuation = pd.read_csv(index_valuation,index_col=['date'])\n",
    "    #df_index_valuation = df_index_valuation[~df_index_valuation.reset_index().duplicated().values]\n",
    "    df_index_valuation = pd.read_csv(index_valuation)\n",
    "    df_index_valuation = df_index_valuation.drop_duplicates(\"date\")\n",
    "    df_index_valuation = df_index_valuation.set_index(\"date\")\n",
    "    \n",
    "    name = df_index_info.loc[index,['display_name']].display_name\n",
    "    pb = df_index_valuation.loc[df_index_valuation.index[len(df_index_valuation.index)-1],['PB']].PB\n",
    "    pb_quantile_5 = df_index_valuation.PB.quantile(0.05)\n",
    "    pb_min = '%r(%r)'%(df_index_valuation.PB.min(),df_index_valuation.PB.idxmin())\n",
    "    pb_max = '%r(%r)'%(df_index_valuation.PB.max(),df_index_valuation.PB.idxmax())\n",
    "    pb_median = df_index_valuation.PB.median()\n",
    "    pb_std = df_index_valuation.PB.std()\n",
    "    pe = df_index_valuation.loc[df_index_valuation.index[len(df_index_valuation.index)-1],['PE']].PE\n",
    "    pe_quantile_5 = df_index_valuation.PE.quantile(0.05)\n",
    "    pe_min = '%r(%r)'%(df_index_valuation.PE.min(),df_index_valuation.PE.idxmin())\n",
    "    pe_max = '%r(%r)'%(df_index_valuation.PE.max(),df_index_valuation.PE.idxmax())\n",
    "    pe_median = df_index_valuation.PE.median()\n",
    "    pe_std = df_index_valuation.PE.std()\n",
    "    general_result.append([name,pb,pb_quantile_5,pb_min,pb_max,pb_median,pb_std,pe,pe_quantile_5,pe_min,pe_max,pe_median,pe_std])\n",
    "df_columns=[u'名称', \"PB\", u'5%分位', u'PB最小', u'PB最大', u'PB中位数', u'PB标准差', \\\n",
    "                     \"PE\", u'5%分位', u'PE最小', u'PE最大', u'PE中位数', u'PE标准差']\n",
    "pe_df = pd.DataFrame(data=general_result,index=analyse_index_list,columns=df_columns)\n",
    "pe_df.index.name = \"code\"\n",
    "pe_df\n",
    "    \n",
    "    \n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当日轮动及海龟策略结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'000001.XSHG' process error\n",
      "'000002.XSHG' process error\n",
      "'000003.XSHG' process error\n",
      "'000004.XSHG' process error\n",
      "'000005.XSHG' process error\n",
      "'000006.XSHG' process error\n",
      "'000007.XSHG' process error\n",
      "'000008.XSHG' process error\n",
      "'000009.XSHG' process error\n",
      "'000010.XSHG' process error\n",
      "'000011.XSHG' process error\n",
      "'000012.XSHG' process error\n",
      "'000013.XSHG' process error\n",
      "'000015.XSHG' process error\n",
      "'000016.XSHG' process error\n",
      "'000017.XSHG' process error\n",
      "'000018.XSHG' process error\n",
      "'000019.XSHG' process error\n",
      "'000020.XSHG' process error\n",
      "'000021.XSHG' process error\n",
      "'000022.XSHG' process error\n",
      "'000025.XSHG' process error\n",
      "'000026.XSHG' process error\n",
      "'000027.XSHG' process error\n",
      "'000028.XSHG' process error\n",
      "'000029.XSHG' process error\n",
      "'000030.XSHG' process error\n",
      "'000031.XSHG' process error\n",
      "'000032.XSHG' process error\n",
      "'000033.XSHG' process error\n",
      "'000034.XSHG' process error\n",
      "'000035.XSHG' process error\n",
      "'000036.XSHG' process error\n",
      "'000037.XSHG' process error\n",
      "'000038.XSHG' process error\n",
      "'000039.XSHG' process error\n",
      "'000040.XSHG' process error\n",
      "'000041.XSHG' process error\n",
      "'000042.XSHG' process error\n",
      "'000043.XSHG' process error\n",
      "'000044.XSHG' process error\n",
      "'000045.XSHG' process error\n",
      "'000046.XSHG' process error\n",
      "'000047.XSHG' process error\n",
      "'000048.XSHG' process error\n",
      "'000049.XSHG' process error\n",
      "'000050.XSHG' process error\n",
      "'000051.XSHG' process error\n",
      "'000052.XSHG' process error\n",
      "'000053.XSHG' process error\n",
      "'000054.XSHG' process error\n",
      "'000055.XSHG' process error\n",
      "'000056.XSHG' process error\n",
      "'000057.XSHG' process error\n",
      "'000058.XSHG' process error\n",
      "'000059.XSHG' process error\n",
      "'000060.XSHG' process error\n",
      "'000061.XSHG' process error\n",
      "'000062.XSHG' process error\n",
      "'000063.XSHG' process error\n",
      "'000064.XSHG' process error\n",
      "'000065.XSHG' process error\n",
      "'000066.XSHG' process error\n",
      "'000067.XSHG' process error\n",
      "'000068.XSHG' process error\n",
      "'000069.XSHG' process error\n",
      "'000070.XSHG' process error\n",
      "'000071.XSHG' process error\n",
      "'000072.XSHG' process error\n",
      "'000073.XSHG' process error\n",
      "'000074.XSHG' process error\n",
      "'000075.XSHG' process error\n",
      "'000076.XSHG' process error\n",
      "'000077.XSHG' process error\n",
      "'000078.XSHG' process error\n",
      "'000079.XSHG' process error\n",
      "'000090.XSHG' process error\n",
      "'000091.XSHG' process error\n",
      "'000092.XSHG' process error\n",
      "'000093.XSHG' process error\n",
      "'000094.XSHG' process error\n",
      "'000095.XSHG' process error\n",
      "'000096.XSHG' process error\n",
      "'000097.XSHG' process error\n",
      "'000098.XSHG' process error\n",
      "'000099.XSHG' process error\n",
      "'000100.XSHG' process error\n",
      "'000101.XSHG' process error\n",
      "'000102.XSHG' process error\n",
      "'000103.XSHG' process error\n",
      "'000104.XSHG' process error\n",
      "'000105.XSHG' process error\n",
      "'000106.XSHG' process error\n",
      "'000107.XSHG' process error\n",
      "'000108.XSHG' process error\n",
      "'000109.XSHG' process error\n",
      "'000110.XSHG' process error\n",
      "'000111.XSHG' process error\n",
      "'000112.XSHG' process error\n",
      "'000113.XSHG' process error\n",
      "'000114.XSHG' process error\n",
      "'000115.XSHG' process error\n",
      "'000116.XSHG' process error\n",
      "'000117.XSHG' process error\n",
      "'000118.XSHG' process error\n",
      "'000119.XSHG' process error\n",
      "'000120.XSHG' process error\n",
      "'000121.XSHG' process error\n",
      "'000122.XSHG' process error\n",
      "'000123.XSHG' process error\n",
      "'000125.XSHG' process error\n",
      "'000126.XSHG' process error\n",
      "'000128.XSHG' process error\n",
      "'000129.XSHG' process error\n",
      "'000130.XSHG' process error\n",
      "'000131.XSHG' process error\n",
      "'000132.XSHG' process error\n",
      "'000133.XSHG' process error\n",
      "'000134.XSHG' process error\n",
      "'000135.XSHG' process error\n",
      "'000136.XSHG' process error\n",
      "'000137.XSHG' process error\n",
      "'000138.XSHG' process error\n",
      "'000139.XSHG' process error\n",
      "'000141.XSHG' process error\n",
      "'000142.XSHG' process error\n",
      "'000145.XSHG' process error\n",
      "'000146.XSHG' process error\n",
      "'000147.XSHG' process error\n",
      "'000148.XSHG' process error\n",
      "'000149.XSHG' process error\n",
      "'000150.XSHG' process error\n",
      "'000151.XSHG' process error\n",
      "'000152.XSHG' process error\n",
      "'000153.XSHG' process error\n",
      "'000155.XSHG' process error\n",
      "'000158.XSHG' process error\n",
      "'000159.XSHG' process error\n",
      "'000160.XSHG' process error\n",
      "'000161.XSHG' process error\n",
      "'000162.XSHG' process error\n",
      "'000171.XSHG' process error\n",
      "'000188.XSHG' process error\n",
      "'000300.XSHG' process error\n",
      "'000801.XSHG' process error\n",
      "'000802.XSHG' process error\n",
      "'000803.XSHG' process error\n",
      "'000804.XSHG' process error\n",
      "'000805.XSHG' process error\n",
      "'000806.XSHG' process error\n",
      "'000807.XSHG' process error\n",
      "'000808.XSHG' process error\n",
      "'000809.XSHG' process error\n",
      "'000810.XSHG' process error\n",
      "'000811.XSHG' process error\n",
      "'000812.XSHG' process error\n",
      "'000813.XSHG' process error\n",
      "'000814.XSHG' process error\n",
      "'000815.XSHG' process error\n",
      "'000816.XSHG' process error\n",
      "'000817.XSHG' process error\n",
      "'000818.XSHG' process error\n",
      "'000819.XSHG' process error\n",
      "'000820.XSHG' process error\n",
      "'000821.XSHG' process error\n",
      "'000822.XSHG' process error\n",
      "'000823.XSHG' process error\n",
      "'000824.XSHG' process error\n",
      "'000825.XSHG' process error\n",
      "'000826.XSHG' process error\n",
      "'000827.XSHG' process error\n",
      "'000828.XSHG' process error\n",
      "'000829.XSHG' process error\n",
      "'000830.XSHG' process error\n",
      "'000831.XSHG' process error\n",
      "'000832.XSHG' process error\n",
      "'000833.XSHG' process error\n",
      "'000838.XSHG' process error\n",
      "'000839.XSHG' process error\n",
      "'000840.XSHG' process error\n",
      "'000841.XSHG' process error\n",
      "'000842.XSHG' process error\n",
      "'000843.XSHG' process error\n",
      "'000844.XSHG' process error\n",
      "'000846.XSHG' process error\n",
      "'000847.XSHG' process error\n",
      "'000849.XSHG' process error\n",
      "'000850.XSHG' process error\n",
      "'000851.XSHG' process error\n",
      "'000852.XSHG' process error\n",
      "'000853.XSHG' process error\n",
      "'000854.XSHG' process error\n",
      "'000855.XSHG' process error\n",
      "'000856.XSHG' process error\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'399001.XSHE' process error\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'399910.XSHE' process error\n",
      "'399911.XSHE' process error\n",
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      "'399998.XSHE' process error\n"
     ]
    }
   ],
   "source": [
    "all_trade_day = pd.read_csv(\"C:\\\\quanttime\\\\data\\\\basic_info\\\\all_trade_day.csv\",index_col=[\"trade_date\"])\n",
    "result = []\n",
    "for index1 in df_index_info.index:\n",
    "    row_record = []\n",
    "    index_file = index_k_dir + str(index1) + \".csv\"\n",
    "    index_name = df_index_info.loc[index1,[\"display_name\"]].display_name\n",
    "    #print(index_name)\n",
    "    row_record.append(index_name)\n",
    "    try:\n",
    "        index_k_data = pd.read_csv(index_file,index_col=[\"date\"])\n",
    "        current_date = index_k_data.index[len(index_k_data.index) - 1]\n",
    "        row_record.append(current_date)\n",
    "        #1、与前20天的情况比较，当前持有则低于前20日收盘价则卖出，当前空仓则高于前20日收盘价则买入\n",
    "        back_trace = 20\n",
    "        if all_trade_day.index.tolist().index(current_date) - back_trace >= 0:\n",
    "            pre_date = all_trade_day.index[all_trade_day.index.tolist().index(current_date) - back_trace]\n",
    "            pre_value = index_k_data.loc[pre_date,['close']].close\n",
    "            current = index_k_data.loc[current_date,['close']].close\n",
    "            if float(pre_value) > float(current):\n",
    "                #compare = u'当前close低于20日前close'\n",
    "                compare = 'sell'\n",
    "                row_record.append(compare)\n",
    "                #print(\"%r-%r 当前价格低于20日前\"%(index1,index_name))\n",
    "            else:\n",
    "                #compare = u'当前close高于（或等于）20日前close'\n",
    "                compare = 'buy'\n",
    "                row_record.append(compare)\n",
    "                #print(\"%r-%r 当前价格高于20日前\"%(index1,index_name))\n",
    "        #2、前20日收盘价，前10日收盘价情况比较，当前持有则低于前10日收盘价则卖出，当前空仓则高于前20日收盘价则买入\n",
    "            back_trace = 10\n",
    "            pre_date = all_trade_day.index[all_trade_day.index.tolist().index(current_date) - back_trace]\n",
    "            if float(current) >= float(pre_value):\n",
    "                #compare = u'当前close高于等于20日前close'\n",
    "                compare = 'buy'\n",
    "                row_record.append(compare)\n",
    "            elif float(current) < float(index_k_data.loc[pre_date,['close']].close) :\n",
    "                #compare = u'当前close低于10日前close'\n",
    "                compare = 'sell'\n",
    "                row_record.append(compare)\n",
    "            else:\n",
    "                #compare = u'当前close介于20日前close与10日前close之间'\n",
    "                compare = 'hold'\n",
    "                row_record.append(compare)\n",
    "        #3、买入与前76日收盘价比较，卖出与33日收盘价比较，即当前close高于前76日close则买入或继续持有，当前close低于前33日close则卖出\n",
    "        back_trace = 76\n",
    "        if all_trade_day.index.tolist().index(current_date) - back_trace >= 0:\n",
    "            pre_date = all_trade_day.index[all_trade_day.index.tolist().index(current_date) - back_trace]\n",
    "            pre_date_33 = all_trade_day.index[all_trade_day.index.tolist().index(current_date) - 33]\n",
    "            pre_value = index_k_data.loc[pre_date,['close']].close\n",
    "            current = index_k_data.loc[current_date,['close']].close\n",
    "            #print(pre_value)\n",
    "            #print(current)\n",
    "            if float(current) >= float(pre_value):\n",
    "                #compare = u'当前close高于等于76日前close'\n",
    "                compare = 'buy'\n",
    "                row_record.append(compare)\n",
    "            elif float(current) < float(index_k_data.loc[pre_date_33,['close']].close) :\n",
    "                #compare = u'当前close低于33日前close'\n",
    "                compare = 'sell'\n",
    "                row_record.append(compare)\n",
    "            else:\n",
    "                #compare = u'当前close介于76日前close与33日前close之间'\n",
    "                compare = 'hold'\n",
    "                row_record.append(compare)\n",
    "    except:\n",
    "        print(\"%r process error\"%index1)\n",
    "        continue\n",
    "    #print(row_record)\n",
    "    result.append(row_record)\n",
    "df_columns = ['index_name','date','20buy VS 20sell',u'20buy VS 10sell',u'76buy vs 33sell']\n",
    "df = pd.DataFrame(data=result,index=df_index_info.index,columns=df_columns)\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 申万指数分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1472: FutureWarning: \n",
      "Passing list-likes to .loc or [] with any missing label will raise\n",
      "KeyError in the future, you can use .reindex() as an alternative.\n",
      "\n",
      "See the documentation here:\n",
      "https://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n",
      "  return self._getitem_tuple(key)\n"
     ]
    }
   ],
   "source": [
    "#申万指数每日估值的目录\n",
    "sw_dir = \"C:\\\\quanttime\\\\data\\\\index\\\\sw\\\\valuation\\\\\"\n",
    "csv_files = os.listdir(sw_dir)\n",
    "csv_files.remove('bak')\n",
    "# 分析的起始时间与结束时间\n",
    "anlyse_date_start = parse(\"2018-01-01\")\n",
    "anlyse_date_end = parse(\"20181231\")\n",
    "list_result = []\n",
    "for csv_file in csv_files:\n",
    "    file = sw_dir + csv_file\n",
    "    fetch_columns = [\"date\",\"pb\",\"pe\",\"close\",\"index_code\",\"index_name\"]\n",
    "    df_valuation = pd.read_csv(file, encoding='gbk', index_col=[\"date\"], parse_dates=True, usecols=fetch_columns)\n",
    "    df_valuation = df_valuation[~df_valuation.reset_index().duplicated().values]\n",
    "    if df_valuation.empty:\n",
    "        continue\n",
    "    analyse_date_range = [x for x in df_valuation.index if anlyse_date_start<=x<=anlyse_date_end]\n",
    "    # 时间段小于一年不分析\n",
    "    if len(analyse_date_range) <= 220:\n",
    "        continue\n",
    "    start = analyse_date_range[0]\n",
    "    end = analyse_date_range[-1]\n",
    "    df_analyse = df_valuation.loc[start:end,fetch_columns]\n",
    "    increase = (df_analyse.loc[end,[\"close\"]][\"close\"] - df_analyse.loc[start,[\"close\"]][\"close\"])/ df_analyse.loc[start,[\"close\"]][\"close\"]\n",
    "    index_code = df_analyse.loc[end,[\"index_code\"]][\"index_code\"]\n",
    "    index_name = df_analyse.loc[end,[\"index_name\"]][\"index_name\"]\n",
    "    pb_mean = df_analyse[\"pb\"].median()\n",
    "    pb_max = df_analyse[\"pb\"].max()\n",
    "    pb_min = df_analyse[\"pb\"].min()\n",
    "    list_result.append([index_code, index_name, increase, pb_mean, pb_max, pb_min, str(start.date()), str(end.date())])\n",
    "df_result = pd.DataFrame(data=list_result, columns=[\"index_code\", \"index_name\", \"increase\", \"pb_mean\", \"pb_max\", \"pb_min\",\"start\", \"end\"])\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index_code</th>\n",
       "      <th>index_name</th>\n",
       "      <th>increase</th>\n",
       "      <th>pb_mean</th>\n",
       "      <th>pb_max</th>\n",
       "      <th>pb_min</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>801001</td>\n",
       "      <td>申万50</td>\n",
       "      <td>-0.255</td>\n",
       "      <td>1.690</td>\n",
       "      <td>2.15</td>\n",
       "      <td>1.35</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>801003</td>\n",
       "      <td>申万Ａ指</td>\n",
       "      <td>-0.308</td>\n",
       "      <td>1.890</td>\n",
       "      <td>2.40</td>\n",
       "      <td>1.49</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>801005</td>\n",
       "      <td>申万创业板</td>\n",
       "      <td>-0.315</td>\n",
       "      <td>3.340</td>\n",
       "      <td>3.96</td>\n",
       "      <td>2.46</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>801010</td>\n",
       "      <td>农林牧渔</td>\n",
       "      <td>-0.231</td>\n",
       "      <td>2.700</td>\n",
       "      <td>3.45</td>\n",
       "      <td>2.33</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>801011</td>\n",
       "      <td>林业</td>\n",
       "      <td>-0.361</td>\n",
       "      <td>2.180</td>\n",
       "      <td>3.16</td>\n",
       "      <td>1.60</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>801012</td>\n",
       "      <td>农产品加工</td>\n",
       "      <td>-0.358</td>\n",
       "      <td>2.740</td>\n",
       "      <td>3.20</td>\n",
       "      <td>1.94</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>801013</td>\n",
       "      <td>农业综合</td>\n",
       "      <td>-0.348</td>\n",
       "      <td>2.660</td>\n",
       "      <td>3.25</td>\n",
       "      <td>1.92</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>801014</td>\n",
       "      <td>饲料</td>\n",
       "      <td>-0.209</td>\n",
       "      <td>2.160</td>\n",
       "      <td>2.90</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>801015</td>\n",
       "      <td>渔业</td>\n",
       "      <td>-0.429</td>\n",
       "      <td>1.940</td>\n",
       "      <td>2.80</td>\n",
       "      <td>1.39</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>801016</td>\n",
       "      <td>种植业</td>\n",
       "      <td>-0.353</td>\n",
       "      <td>2.640</td>\n",
       "      <td>3.38</td>\n",
       "      <td>1.98</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>801017</td>\n",
       "      <td>畜禽养殖</td>\n",
       "      <td>-0.041</td>\n",
       "      <td>3.370</td>\n",
       "      <td>4.21</td>\n",
       "      <td>3.03</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>801018</td>\n",
       "      <td>动物保健</td>\n",
       "      <td>-0.303</td>\n",
       "      <td>3.260</td>\n",
       "      <td>4.45</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>801020</td>\n",
       "      <td>采掘</td>\n",
       "      <td>-0.346</td>\n",
       "      <td>1.290</td>\n",
       "      <td>1.78</td>\n",
       "      <td>1.07</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>801021</td>\n",
       "      <td>煤炭开采</td>\n",
       "      <td>-0.348</td>\n",
       "      <td>1.210</td>\n",
       "      <td>1.81</td>\n",
       "      <td>0.99</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>801022</td>\n",
       "      <td>其他采掘</td>\n",
       "      <td>-0.561</td>\n",
       "      <td>2.380</td>\n",
       "      <td>3.09</td>\n",
       "      <td>1.56</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>801024</td>\n",
       "      <td>采掘服务</td>\n",
       "      <td>-0.337</td>\n",
       "      <td>1.570</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1.25</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>801030</td>\n",
       "      <td>化工</td>\n",
       "      <td>-0.334</td>\n",
       "      <td>2.160</td>\n",
       "      <td>2.64</td>\n",
       "      <td>1.57</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>801032</td>\n",
       "      <td>化学纤维</td>\n",
       "      <td>-0.307</td>\n",
       "      <td>2.480</td>\n",
       "      <td>3.21</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>801033</td>\n",
       "      <td>化学原料</td>\n",
       "      <td>-0.367</td>\n",
       "      <td>1.750</td>\n",
       "      <td>2.32</td>\n",
       "      <td>1.29</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>801034</td>\n",
       "      <td>化学制品</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>2.530</td>\n",
       "      <td>2.98</td>\n",
       "      <td>1.80</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>801035</td>\n",
       "      <td>石油化工</td>\n",
       "      <td>-0.261</td>\n",
       "      <td>1.360</td>\n",
       "      <td>1.61</td>\n",
       "      <td>1.07</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>801036</td>\n",
       "      <td>塑料</td>\n",
       "      <td>-0.458</td>\n",
       "      <td>2.470</td>\n",
       "      <td>3.30</td>\n",
       "      <td>1.58</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>801037</td>\n",
       "      <td>橡胶</td>\n",
       "      <td>-0.353</td>\n",
       "      <td>1.780</td>\n",
       "      <td>2.28</td>\n",
       "      <td>1.32</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>801040</td>\n",
       "      <td>钢铁</td>\n",
       "      <td>-0.317</td>\n",
       "      <td>1.380</td>\n",
       "      <td>1.89</td>\n",
       "      <td>0.99</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>801041</td>\n",
       "      <td>钢铁</td>\n",
       "      <td>-0.317</td>\n",
       "      <td>1.380</td>\n",
       "      <td>1.89</td>\n",
       "      <td>0.99</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>801050</td>\n",
       "      <td>有色金属</td>\n",
       "      <td>-0.415</td>\n",
       "      <td>2.260</td>\n",
       "      <td>3.26</td>\n",
       "      <td>1.70</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>801051</td>\n",
       "      <td>金属非金属新材料</td>\n",
       "      <td>-0.439</td>\n",
       "      <td>2.890</td>\n",
       "      <td>3.93</td>\n",
       "      <td>1.95</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>801053</td>\n",
       "      <td>黄金</td>\n",
       "      <td>-0.220</td>\n",
       "      <td>2.400</td>\n",
       "      <td>3.29</td>\n",
       "      <td>2.13</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>801054</td>\n",
       "      <td>稀有金属</td>\n",
       "      <td>-0.448</td>\n",
       "      <td>4.170</td>\n",
       "      <td>5.64</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>801055</td>\n",
       "      <td>工业金属</td>\n",
       "      <td>-0.440</td>\n",
       "      <td>1.600</td>\n",
       "      <td>2.46</td>\n",
       "      <td>1.24</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>801072</td>\n",
       "      <td>通用机械</td>\n",
       "      <td>-0.385</td>\n",
       "      <td>2.300</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>801073</td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>-0.338</td>\n",
       "      <td>3.120</td>\n",
       "      <td>3.87</td>\n",
       "      <td>2.31</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>801074</td>\n",
       "      <td>专用设备</td>\n",
       "      <td>-0.330</td>\n",
       "      <td>1.830</td>\n",
       "      <td>2.64</td>\n",
       "      <td>1.47</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>801075</td>\n",
       "      <td>金属制品</td>\n",
       "      <td>-0.460</td>\n",
       "      <td>1.850</td>\n",
       "      <td>2.80</td>\n",
       "      <td>1.27</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>801076</td>\n",
       "      <td>运输设备</td>\n",
       "      <td>-0.369</td>\n",
       "      <td>1.980</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>801080</td>\n",
       "      <td>电子</td>\n",
       "      <td>-0.426</td>\n",
       "      <td>3.090</td>\n",
       "      <td>4.02</td>\n",
       "      <td>2.13</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>801081</td>\n",
       "      <td>半导体</td>\n",
       "      <td>-0.411</td>\n",
       "      <td>3.620</td>\n",
       "      <td>4.84</td>\n",
       "      <td>2.30</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>801082</td>\n",
       "      <td>其他电子</td>\n",
       "      <td>-0.411</td>\n",
       "      <td>3.450</td>\n",
       "      <td>4.33</td>\n",
       "      <td>2.27</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>801083</td>\n",
       "      <td>元件</td>\n",
       "      <td>-0.232</td>\n",
       "      <td>3.220</td>\n",
       "      <td>3.68</td>\n",
       "      <td>2.58</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>801084</td>\n",
       "      <td>光学光电子</td>\n",
       "      <td>-0.502</td>\n",
       "      <td>2.010</td>\n",
       "      <td>2.97</td>\n",
       "      <td>1.37</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>801085</td>\n",
       "      <td>电子制造</td>\n",
       "      <td>-0.424</td>\n",
       "      <td>4.740</td>\n",
       "      <td>6.32</td>\n",
       "      <td>3.04</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>801092</td>\n",
       "      <td>汽车服务</td>\n",
       "      <td>-0.375</td>\n",
       "      <td>1.520</td>\n",
       "      <td>1.86</td>\n",
       "      <td>1.12</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>801093</td>\n",
       "      <td>汽车零部件</td>\n",
       "      <td>-0.349</td>\n",
       "      <td>1.980</td>\n",
       "      <td>2.60</td>\n",
       "      <td>1.46</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>801094</td>\n",
       "      <td>汽车整车</td>\n",
       "      <td>-0.331</td>\n",
       "      <td>1.570</td>\n",
       "      <td>2.04</td>\n",
       "      <td>1.26</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>801101</td>\n",
       "      <td>计算机设备</td>\n",
       "      <td>-0.286</td>\n",
       "      <td>2.650</td>\n",
       "      <td>3.33</td>\n",
       "      <td>2.06</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>801102</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>-0.335</td>\n",
       "      <td>2.780</td>\n",
       "      <td>3.67</td>\n",
       "      <td>2.20</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>801110</td>\n",
       "      <td>家用电器</td>\n",
       "      <td>-0.327</td>\n",
       "      <td>3.210</td>\n",
       "      <td>4.40</td>\n",
       "      <td>2.21</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>801111</td>\n",
       "      <td>白色家电</td>\n",
       "      <td>-0.320</td>\n",
       "      <td>3.760</td>\n",
       "      <td>5.12</td>\n",
       "      <td>2.51</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>801112</td>\n",
       "      <td>视听器材</td>\n",
       "      <td>-0.386</td>\n",
       "      <td>1.360</td>\n",
       "      <td>1.94</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>801120</td>\n",
       "      <td>食品饮料</td>\n",
       "      <td>-0.222</td>\n",
       "      <td>5.420</td>\n",
       "      <td>6.68</td>\n",
       "      <td>3.90</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>801123</td>\n",
       "      <td>饮料制造</td>\n",
       "      <td>-0.245</td>\n",
       "      <td>5.710</td>\n",
       "      <td>7.09</td>\n",
       "      <td>3.94</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>801124</td>\n",
       "      <td>食品加工</td>\n",
       "      <td>-0.177</td>\n",
       "      <td>4.850</td>\n",
       "      <td>5.93</td>\n",
       "      <td>3.74</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>801130</td>\n",
       "      <td>纺织服装</td>\n",
       "      <td>-0.349</td>\n",
       "      <td>2.000</td>\n",
       "      <td>2.35</td>\n",
       "      <td>1.52</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>801131</td>\n",
       "      <td>纺织制造</td>\n",
       "      <td>-0.340</td>\n",
       "      <td>1.690</td>\n",
       "      <td>2.14</td>\n",
       "      <td>1.31</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>801132</td>\n",
       "      <td>服装家纺</td>\n",
       "      <td>-0.346</td>\n",
       "      <td>2.230</td>\n",
       "      <td>2.54</td>\n",
       "      <td>1.71</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>801140</td>\n",
       "      <td>轻工制造</td>\n",
       "      <td>-0.374</td>\n",
       "      <td>1.970</td>\n",
       "      <td>2.68</td>\n",
       "      <td>1.45</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>801141</td>\n",
       "      <td>包装印刷</td>\n",
       "      <td>-0.230</td>\n",
       "      <td>2.210</td>\n",
       "      <td>2.85</td>\n",
       "      <td>1.79</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>801142</td>\n",
       "      <td>家用轻工</td>\n",
       "      <td>-0.432</td>\n",
       "      <td>2.390</td>\n",
       "      <td>3.27</td>\n",
       "      <td>1.67</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>801143</td>\n",
       "      <td>造纸</td>\n",
       "      <td>-0.387</td>\n",
       "      <td>1.420</td>\n",
       "      <td>2.09</td>\n",
       "      <td>1.02</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>801144</td>\n",
       "      <td>其他轻工制造</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.100</td>\n",
       "      <td>10.89</td>\n",
       "      <td>3.04</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>801150</td>\n",
       "      <td>医药生物</td>\n",
       "      <td>-0.280</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.43</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>801151</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>-0.279</td>\n",
       "      <td>3.780</td>\n",
       "      <td>4.34</td>\n",
       "      <td>2.51</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>801152</td>\n",
       "      <td>生物制品</td>\n",
       "      <td>-0.236</td>\n",
       "      <td>6.010</td>\n",
       "      <td>7.33</td>\n",
       "      <td>4.19</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>801153</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>-0.286</td>\n",
       "      <td>4.220</td>\n",
       "      <td>5.17</td>\n",
       "      <td>3.36</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>801154</td>\n",
       "      <td>医药商业</td>\n",
       "      <td>-0.323</td>\n",
       "      <td>2.540</td>\n",
       "      <td>3.03</td>\n",
       "      <td>1.64</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>801155</td>\n",
       "      <td>中药</td>\n",
       "      <td>-0.316</td>\n",
       "      <td>3.060</td>\n",
       "      <td>3.53</td>\n",
       "      <td>2.13</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>801156</td>\n",
       "      <td>医疗服务</td>\n",
       "      <td>-0.201</td>\n",
       "      <td>8.490</td>\n",
       "      <td>10.65</td>\n",
       "      <td>5.72</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>801160</td>\n",
       "      <td>公用事业</td>\n",
       "      <td>-0.304</td>\n",
       "      <td>1.640</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1.35</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>801161</td>\n",
       "      <td>电力</td>\n",
       "      <td>-0.169</td>\n",
       "      <td>1.470</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.28</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>801162</td>\n",
       "      <td>环保工程及服务</td>\n",
       "      <td>-0.502</td>\n",
       "      <td>2.280</td>\n",
       "      <td>3.56</td>\n",
       "      <td>1.55</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>801163</td>\n",
       "      <td>燃气</td>\n",
       "      <td>-0.304</td>\n",
       "      <td>1.990</td>\n",
       "      <td>2.71</td>\n",
       "      <td>1.70</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>801164</td>\n",
       "      <td>水务</td>\n",
       "      <td>-0.330</td>\n",
       "      <td>1.530</td>\n",
       "      <td>2.10</td>\n",
       "      <td>1.18</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>801170</td>\n",
       "      <td>交通运输</td>\n",
       "      <td>-0.303</td>\n",
       "      <td>1.530</td>\n",
       "      <td>1.94</td>\n",
       "      <td>1.26</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>801171</td>\n",
       "      <td>港口</td>\n",
       "      <td>-0.329</td>\n",
       "      <td>1.460</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.18</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>801172</td>\n",
       "      <td>公交</td>\n",
       "      <td>-0.312</td>\n",
       "      <td>1.320</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.08</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>801173</td>\n",
       "      <td>航空运输</td>\n",
       "      <td>-0.376</td>\n",
       "      <td>1.290</td>\n",
       "      <td>1.67</td>\n",
       "      <td>0.93</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>801174</td>\n",
       "      <td>机场</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>2.780</td>\n",
       "      <td>3.20</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>801175</td>\n",
       "      <td>高速公路</td>\n",
       "      <td>-0.285</td>\n",
       "      <td>1.030</td>\n",
       "      <td>1.41</td>\n",
       "      <td>0.88</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>801176</td>\n",
       "      <td>航运</td>\n",
       "      <td>-0.302</td>\n",
       "      <td>1.480</td>\n",
       "      <td>2.08</td>\n",
       "      <td>1.26</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>801177</td>\n",
       "      <td>铁路运输</td>\n",
       "      <td>-0.203</td>\n",
       "      <td>1.280</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.06</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>801178</td>\n",
       "      <td>物流</td>\n",
       "      <td>-0.386</td>\n",
       "      <td>2.160</td>\n",
       "      <td>2.87</td>\n",
       "      <td>1.67</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>801180</td>\n",
       "      <td>房地产</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>1.410</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1.13</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>801181</td>\n",
       "      <td>房地产开发</td>\n",
       "      <td>-0.314</td>\n",
       "      <td>1.400</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1.13</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>801182</td>\n",
       "      <td>园区开发</td>\n",
       "      <td>-0.167</td>\n",
       "      <td>1.850</td>\n",
       "      <td>2.29</td>\n",
       "      <td>1.30</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>801191</td>\n",
       "      <td>多元金融</td>\n",
       "      <td>-0.370</td>\n",
       "      <td>1.920</td>\n",
       "      <td>2.30</td>\n",
       "      <td>1.49</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>801192</td>\n",
       "      <td>银行</td>\n",
       "      <td>-0.158</td>\n",
       "      <td>0.850</td>\n",
       "      <td>1.13</td>\n",
       "      <td>0.73</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>801194</td>\n",
       "      <td>保险</td>\n",
       "      <td>-0.255</td>\n",
       "      <td>2.270</td>\n",
       "      <td>3.11</td>\n",
       "      <td>1.90</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>801200</td>\n",
       "      <td>商业贸易</td>\n",
       "      <td>-0.331</td>\n",
       "      <td>1.670</td>\n",
       "      <td>2.15</td>\n",
       "      <td>1.30</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>801202</td>\n",
       "      <td>贸易</td>\n",
       "      <td>-0.369</td>\n",
       "      <td>1.240</td>\n",
       "      <td>1.78</td>\n",
       "      <td>0.92</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>801203</td>\n",
       "      <td>一般零售</td>\n",
       "      <td>-0.335</td>\n",
       "      <td>1.970</td>\n",
       "      <td>2.56</td>\n",
       "      <td>1.49</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>801204</td>\n",
       "      <td>专业零售</td>\n",
       "      <td>-0.276</td>\n",
       "      <td>1.730</td>\n",
       "      <td>2.06</td>\n",
       "      <td>1.28</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>801205</td>\n",
       "      <td>商业物业经营</td>\n",
       "      <td>-0.347</td>\n",
       "      <td>1.520</td>\n",
       "      <td>2.12</td>\n",
       "      <td>1.16</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>801210</td>\n",
       "      <td>休闲服务</td>\n",
       "      <td>-0.107</td>\n",
       "      <td>3.670</td>\n",
       "      <td>4.13</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>801211</td>\n",
       "      <td>餐饮</td>\n",
       "      <td>-0.332</td>\n",
       "      <td>3.890</td>\n",
       "      <td>5.57</td>\n",
       "      <td>2.51</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>801212</td>\n",
       "      <td>景点</td>\n",
       "      <td>-0.116</td>\n",
       "      <td>2.630</td>\n",
       "      <td>2.99</td>\n",
       "      <td>2.17</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>801213</td>\n",
       "      <td>酒店</td>\n",
       "      <td>-0.318</td>\n",
       "      <td>2.770</td>\n",
       "      <td>3.24</td>\n",
       "      <td>1.85</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>801214</td>\n",
       "      <td>旅游综合</td>\n",
       "      <td>-0.008</td>\n",
       "      <td>4.700</td>\n",
       "      <td>5.37</td>\n",
       "      <td>3.36</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>801215</td>\n",
       "      <td>其他休闲服务</td>\n",
       "      <td>-0.202</td>\n",
       "      <td>5.640</td>\n",
       "      <td>7.85</td>\n",
       "      <td>1.49</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>801222</td>\n",
       "      <td>计算机应用</td>\n",
       "      <td>-0.241</td>\n",
       "      <td>3.530</td>\n",
       "      <td>4.45</td>\n",
       "      <td>2.61</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>801223</td>\n",
       "      <td>通信运营</td>\n",
       "      <td>-0.191</td>\n",
       "      <td>1.390</td>\n",
       "      <td>1.71</td>\n",
       "      <td>1.23</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>801230</td>\n",
       "      <td>综合</td>\n",
       "      <td>-0.397</td>\n",
       "      <td>1.600</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>801231</td>\n",
       "      <td>综合</td>\n",
       "      <td>-0.397</td>\n",
       "      <td>1.600</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>801250</td>\n",
       "      <td>申万制造</td>\n",
       "      <td>-0.367</td>\n",
       "      <td>2.330</td>\n",
       "      <td>3.08</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>801260</td>\n",
       "      <td>申万消费</td>\n",
       "      <td>-0.282</td>\n",
       "      <td>3.350</td>\n",
       "      <td>3.86</td>\n",
       "      <td>2.42</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>801270</td>\n",
       "      <td>申万投资</td>\n",
       "      <td>-0.356</td>\n",
       "      <td>1.940</td>\n",
       "      <td>2.55</td>\n",
       "      <td>1.45</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>801280</td>\n",
       "      <td>申万服务</td>\n",
       "      <td>-0.269</td>\n",
       "      <td>1.400</td>\n",
       "      <td>1.85</td>\n",
       "      <td>1.17</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>801300</td>\n",
       "      <td>申万300指数</td>\n",
       "      <td>-0.281</td>\n",
       "      <td>1.810</td>\n",
       "      <td>2.23</td>\n",
       "      <td>1.44</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>801311</td>\n",
       "      <td>300农林牧渔</td>\n",
       "      <td>-0.154</td>\n",
       "      <td>3.620</td>\n",
       "      <td>4.87</td>\n",
       "      <td>3.20</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>801321</td>\n",
       "      <td>300采掘</td>\n",
       "      <td>-0.277</td>\n",
       "      <td>1.305</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1.08</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>801322</td>\n",
       "      <td>300化工</td>\n",
       "      <td>-0.361</td>\n",
       "      <td>2.090</td>\n",
       "      <td>2.41</td>\n",
       "      <td>1.37</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>801323</td>\n",
       "      <td>300黑色金属</td>\n",
       "      <td>-0.303</td>\n",
       "      <td>1.280</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.96</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>801324</td>\n",
       "      <td>300有色金属</td>\n",
       "      <td>-0.441</td>\n",
       "      <td>2.680</td>\n",
       "      <td>3.42</td>\n",
       "      <td>1.98</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>801327</td>\n",
       "      <td>300电子</td>\n",
       "      <td>-0.463</td>\n",
       "      <td>3.530</td>\n",
       "      <td>4.65</td>\n",
       "      <td>2.26</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>801333</td>\n",
       "      <td>300家用电器</td>\n",
       "      <td>-0.300</td>\n",
       "      <td>3.720</td>\n",
       "      <td>5.20</td>\n",
       "      <td>2.49</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>801334</td>\n",
       "      <td>300食品饮料</td>\n",
       "      <td>-0.235</td>\n",
       "      <td>7.130</td>\n",
       "      <td>8.96</td>\n",
       "      <td>4.99</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>801336</td>\n",
       "      <td>300轻工制造</td>\n",
       "      <td>-0.451</td>\n",
       "      <td>1.335</td>\n",
       "      <td>1.77</td>\n",
       "      <td>0.94</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>801337</td>\n",
       "      <td>300医药生物</td>\n",
       "      <td>-0.261</td>\n",
       "      <td>4.925</td>\n",
       "      <td>6.32</td>\n",
       "      <td>3.75</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>801341</td>\n",
       "      <td>300公用事业</td>\n",
       "      <td>-0.310</td>\n",
       "      <td>2.320</td>\n",
       "      <td>2.78</td>\n",
       "      <td>1.99</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>801342</td>\n",
       "      <td>300交通运输</td>\n",
       "      <td>-0.263</td>\n",
       "      <td>1.605</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.24</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>801343</td>\n",
       "      <td>300房地产</td>\n",
       "      <td>-0.263</td>\n",
       "      <td>1.585</td>\n",
       "      <td>2.76</td>\n",
       "      <td>1.33</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>801345</td>\n",
       "      <td>300商业贸易</td>\n",
       "      <td>-0.268</td>\n",
       "      <td>1.890</td>\n",
       "      <td>2.18</td>\n",
       "      <td>1.56</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>801346</td>\n",
       "      <td>300餐饮旅游</td>\n",
       "      <td>0.398</td>\n",
       "      <td>7.910</td>\n",
       "      <td>10.29</td>\n",
       "      <td>6.25</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>801351</td>\n",
       "      <td>300综合</td>\n",
       "      <td>-0.498</td>\n",
       "      <td>1.230</td>\n",
       "      <td>2.20</td>\n",
       "      <td>0.84</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>801710</td>\n",
       "      <td>建筑材料</td>\n",
       "      <td>-0.331</td>\n",
       "      <td>2.120</td>\n",
       "      <td>2.71</td>\n",
       "      <td>1.53</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>801711</td>\n",
       "      <td>水泥制造</td>\n",
       "      <td>-0.188</td>\n",
       "      <td>1.760</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1.34</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>801712</td>\n",
       "      <td>玻璃制造</td>\n",
       "      <td>-0.431</td>\n",
       "      <td>1.650</td>\n",
       "      <td>2.52</td>\n",
       "      <td>1.22</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>801713</td>\n",
       "      <td>其他建材</td>\n",
       "      <td>-0.440</td>\n",
       "      <td>2.880</td>\n",
       "      <td>4.05</td>\n",
       "      <td>1.97</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>801720</td>\n",
       "      <td>建筑装饰</td>\n",
       "      <td>-0.303</td>\n",
       "      <td>1.320</td>\n",
       "      <td>1.79</td>\n",
       "      <td>1.08</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>801721</td>\n",
       "      <td>房屋建设</td>\n",
       "      <td>-0.167</td>\n",
       "      <td>1.150</td>\n",
       "      <td>1.58</td>\n",
       "      <td>0.85</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>801722</td>\n",
       "      <td>装修装饰</td>\n",
       "      <td>-0.387</td>\n",
       "      <td>2.000</td>\n",
       "      <td>2.98</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>801723</td>\n",
       "      <td>基础建设</td>\n",
       "      <td>-0.213</td>\n",
       "      <td>1.110</td>\n",
       "      <td>1.46</td>\n",
       "      <td>0.98</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>801724</td>\n",
       "      <td>专业工程</td>\n",
       "      <td>-0.373</td>\n",
       "      <td>1.400</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.10</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>801725</td>\n",
       "      <td>园林工程</td>\n",
       "      <td>-0.547</td>\n",
       "      <td>2.450</td>\n",
       "      <td>3.82</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>801730</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>-0.354</td>\n",
       "      <td>1.960</td>\n",
       "      <td>2.67</td>\n",
       "      <td>1.52</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>801731</td>\n",
       "      <td>电机</td>\n",
       "      <td>-0.410</td>\n",
       "      <td>2.270</td>\n",
       "      <td>3.10</td>\n",
       "      <td>1.44</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>801732</td>\n",
       "      <td>电气自动化设备</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>2.350</td>\n",
       "      <td>2.90</td>\n",
       "      <td>1.79</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>801733</td>\n",
       "      <td>电源设备</td>\n",
       "      <td>-0.372</td>\n",
       "      <td>1.850</td>\n",
       "      <td>2.55</td>\n",
       "      <td>1.43</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>801734</td>\n",
       "      <td>高低压设备</td>\n",
       "      <td>-0.331</td>\n",
       "      <td>1.820</td>\n",
       "      <td>2.71</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>801740</td>\n",
       "      <td>国防军工</td>\n",
       "      <td>-0.314</td>\n",
       "      <td>2.240</td>\n",
       "      <td>2.86</td>\n",
       "      <td>1.86</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>801741</td>\n",
       "      <td>航天装备</td>\n",
       "      <td>-0.307</td>\n",
       "      <td>2.840</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.22</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>801742</td>\n",
       "      <td>航空装备</td>\n",
       "      <td>-0.272</td>\n",
       "      <td>2.700</td>\n",
       "      <td>3.23</td>\n",
       "      <td>2.28</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>801743</td>\n",
       "      <td>地面兵装</td>\n",
       "      <td>-0.286</td>\n",
       "      <td>3.130</td>\n",
       "      <td>4.03</td>\n",
       "      <td>2.35</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>801744</td>\n",
       "      <td>船舶制造</td>\n",
       "      <td>-0.382</td>\n",
       "      <td>1.240</td>\n",
       "      <td>2.13</td>\n",
       "      <td>1.10</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>801750</td>\n",
       "      <td>计算机</td>\n",
       "      <td>-0.253</td>\n",
       "      <td>3.300</td>\n",
       "      <td>4.13</td>\n",
       "      <td>2.47</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>801751</td>\n",
       "      <td>营销传播</td>\n",
       "      <td>-0.482</td>\n",
       "      <td>3.250</td>\n",
       "      <td>4.41</td>\n",
       "      <td>1.80</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>801752</td>\n",
       "      <td>互联网传媒</td>\n",
       "      <td>-0.367</td>\n",
       "      <td>2.790</td>\n",
       "      <td>3.84</td>\n",
       "      <td>1.96</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>801760</td>\n",
       "      <td>传媒</td>\n",
       "      <td>-0.399</td>\n",
       "      <td>2.380</td>\n",
       "      <td>3.19</td>\n",
       "      <td>1.70</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>801761</td>\n",
       "      <td>文化传媒</td>\n",
       "      <td>-0.386</td>\n",
       "      <td>1.880</td>\n",
       "      <td>2.44</td>\n",
       "      <td>1.39</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>801770</td>\n",
       "      <td>通信</td>\n",
       "      <td>-0.315</td>\n",
       "      <td>2.420</td>\n",
       "      <td>3.18</td>\n",
       "      <td>1.95</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>801780</td>\n",
       "      <td>银行</td>\n",
       "      <td>-0.158</td>\n",
       "      <td>0.850</td>\n",
       "      <td>1.13</td>\n",
       "      <td>0.73</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>801790</td>\n",
       "      <td>非银金融</td>\n",
       "      <td>-0.270</td>\n",
       "      <td>1.640</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1.44</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>801811</td>\n",
       "      <td>大盘指数</td>\n",
       "      <td>-0.256</td>\n",
       "      <td>1.730</td>\n",
       "      <td>2.16</td>\n",
       "      <td>1.39</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>801812</td>\n",
       "      <td>中盘指数</td>\n",
       "      <td>-0.333</td>\n",
       "      <td>2.030</td>\n",
       "      <td>2.57</td>\n",
       "      <td>1.54</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>801813</td>\n",
       "      <td>小盘指数</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>1.980</td>\n",
       "      <td>2.66</td>\n",
       "      <td>1.45</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>801821</td>\n",
       "      <td>高市盈率指数</td>\n",
       "      <td>-0.372</td>\n",
       "      <td>4.020</td>\n",
       "      <td>5.34</td>\n",
       "      <td>3.37</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>801822</td>\n",
       "      <td>中市盈率指数</td>\n",
       "      <td>-0.307</td>\n",
       "      <td>2.650</td>\n",
       "      <td>3.14</td>\n",
       "      <td>2.10</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>801823</td>\n",
       "      <td>低市盈率指数</td>\n",
       "      <td>-0.241</td>\n",
       "      <td>1.220</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.04</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>801831</td>\n",
       "      <td>高市净率指数</td>\n",
       "      <td>-0.305</td>\n",
       "      <td>8.590</td>\n",
       "      <td>9.99</td>\n",
       "      <td>6.06</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>801832</td>\n",
       "      <td>中市净率指数</td>\n",
       "      <td>-0.367</td>\n",
       "      <td>2.480</td>\n",
       "      <td>3.26</td>\n",
       "      <td>1.85</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>801833</td>\n",
       "      <td>低市净率指数</td>\n",
       "      <td>-0.211</td>\n",
       "      <td>0.880</td>\n",
       "      <td>1.18</td>\n",
       "      <td>0.76</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>801841</td>\n",
       "      <td>高价股指数</td>\n",
       "      <td>-0.274</td>\n",
       "      <td>4.330</td>\n",
       "      <td>5.35</td>\n",
       "      <td>2.82</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>801842</td>\n",
       "      <td>中价股指数</td>\n",
       "      <td>-0.352</td>\n",
       "      <td>1.620</td>\n",
       "      <td>2.15</td>\n",
       "      <td>1.31</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>801843</td>\n",
       "      <td>低价股指数</td>\n",
       "      <td>-0.287</td>\n",
       "      <td>1.220</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.06</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>801851</td>\n",
       "      <td>亏损股指数</td>\n",
       "      <td>-0.390</td>\n",
       "      <td>2.370</td>\n",
       "      <td>3.36</td>\n",
       "      <td>1.74</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>801852</td>\n",
       "      <td>微利股指数</td>\n",
       "      <td>-0.393</td>\n",
       "      <td>1.790</td>\n",
       "      <td>2.42</td>\n",
       "      <td>1.40</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>801853</td>\n",
       "      <td>绩优股指数</td>\n",
       "      <td>-0.321</td>\n",
       "      <td>5.100</td>\n",
       "      <td>6.46</td>\n",
       "      <td>3.07</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>801863</td>\n",
       "      <td>新股指数</td>\n",
       "      <td>-0.358</td>\n",
       "      <td>3.880</td>\n",
       "      <td>4.91</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>801880</td>\n",
       "      <td>汽车</td>\n",
       "      <td>-0.347</td>\n",
       "      <td>1.750</td>\n",
       "      <td>2.29</td>\n",
       "      <td>1.35</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>801881</td>\n",
       "      <td>其他交运设备</td>\n",
       "      <td>-0.421</td>\n",
       "      <td>3.000</td>\n",
       "      <td>5.78</td>\n",
       "      <td>2.19</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>801890</td>\n",
       "      <td>机械设备</td>\n",
       "      <td>-0.361</td>\n",
       "      <td>1.980</td>\n",
       "      <td>2.84</td>\n",
       "      <td>1.60</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>802600</td>\n",
       "      <td>交银装备</td>\n",
       "      <td>-0.348</td>\n",
       "      <td>2.320</td>\n",
       "      <td>2.94</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>850111</td>\n",
       "      <td>种子生产</td>\n",
       "      <td>-0.413</td>\n",
       "      <td>3.260</td>\n",
       "      <td>4.61</td>\n",
       "      <td>2.31</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>850112</td>\n",
       "      <td>粮食种植</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>2.370</td>\n",
       "      <td>3.03</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>850113</td>\n",
       "      <td>其他种植业</td>\n",
       "      <td>-0.279</td>\n",
       "      <td>2.220</td>\n",
       "      <td>2.64</td>\n",
       "      <td>1.65</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>850121</td>\n",
       "      <td>海洋捕捞</td>\n",
       "      <td>-0.389</td>\n",
       "      <td>2.210</td>\n",
       "      <td>3.16</td>\n",
       "      <td>1.63</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>850122</td>\n",
       "      <td>水产养殖</td>\n",
       "      <td>-0.435</td>\n",
       "      <td>1.900</td>\n",
       "      <td>2.78</td>\n",
       "      <td>1.36</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>850131</td>\n",
       "      <td>林业</td>\n",
       "      <td>-0.361</td>\n",
       "      <td>2.180</td>\n",
       "      <td>3.16</td>\n",
       "      <td>1.60</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>850141</td>\n",
       "      <td>饲料</td>\n",
       "      <td>-0.209</td>\n",
       "      <td>2.160</td>\n",
       "      <td>2.90</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>850151</td>\n",
       "      <td>果蔬加工</td>\n",
       "      <td>-0.370</td>\n",
       "      <td>2.570</td>\n",
       "      <td>3.56</td>\n",
       "      <td>1.98</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>850152</td>\n",
       "      <td>粮油加工</td>\n",
       "      <td>-0.441</td>\n",
       "      <td>2.030</td>\n",
       "      <td>2.98</td>\n",
       "      <td>1.60</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>850154</td>\n",
       "      <td>其他农产品加工</td>\n",
       "      <td>-0.344</td>\n",
       "      <td>2.850</td>\n",
       "      <td>3.30</td>\n",
       "      <td>1.96</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>850161</td>\n",
       "      <td>农业综合</td>\n",
       "      <td>-0.348</td>\n",
       "      <td>2.660</td>\n",
       "      <td>3.25</td>\n",
       "      <td>1.92</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>850171</td>\n",
       "      <td>畜禽养殖</td>\n",
       "      <td>-0.041</td>\n",
       "      <td>3.370</td>\n",
       "      <td>4.21</td>\n",
       "      <td>3.03</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>850181</td>\n",
       "      <td>动物保健</td>\n",
       "      <td>-0.303</td>\n",
       "      <td>3.260</td>\n",
       "      <td>4.45</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>850221</td>\n",
       "      <td>煤炭开采</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>1.160</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.95</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>850222</td>\n",
       "      <td>焦炭加工</td>\n",
       "      <td>-0.390</td>\n",
       "      <td>1.990</td>\n",
       "      <td>3.24</td>\n",
       "      <td>1.56</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>850231</td>\n",
       "      <td>其他采掘</td>\n",
       "      <td>-0.561</td>\n",
       "      <td>2.380</td>\n",
       "      <td>3.09</td>\n",
       "      <td>1.56</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>850241</td>\n",
       "      <td>油气钻采服务</td>\n",
       "      <td>-0.334</td>\n",
       "      <td>1.510</td>\n",
       "      <td>1.98</td>\n",
       "      <td>1.23</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>850242</td>\n",
       "      <td>其他采掘服务</td>\n",
       "      <td>-0.373</td>\n",
       "      <td>5.310</td>\n",
       "      <td>9.71</td>\n",
       "      <td>1.58</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>850311</td>\n",
       "      <td>石油加工</td>\n",
       "      <td>-0.255</td>\n",
       "      <td>1.330</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1.04</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>850313</td>\n",
       "      <td>石油贸易</td>\n",
       "      <td>-0.325</td>\n",
       "      <td>1.840</td>\n",
       "      <td>2.56</td>\n",
       "      <td>1.52</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>850321</td>\n",
       "      <td>纯碱</td>\n",
       "      <td>-0.333</td>\n",
       "      <td>1.630</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.14</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>850322</td>\n",
       "      <td>氯碱</td>\n",
       "      <td>-0.403</td>\n",
       "      <td>1.590</td>\n",
       "      <td>2.14</td>\n",
       "      <td>1.15</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>850323</td>\n",
       "      <td>无机盐</td>\n",
       "      <td>-0.295</td>\n",
       "      <td>2.840</td>\n",
       "      <td>3.88</td>\n",
       "      <td>2.06</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>850324</td>\n",
       "      <td>其他化学原料</td>\n",
       "      <td>-0.323</td>\n",
       "      <td>2.400</td>\n",
       "      <td>3.43</td>\n",
       "      <td>1.72</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>850331</td>\n",
       "      <td>氮肥</td>\n",
       "      <td>-0.361</td>\n",
       "      <td>2.380</td>\n",
       "      <td>3.19</td>\n",
       "      <td>1.42</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>850332</td>\n",
       "      <td>磷肥</td>\n",
       "      <td>-0.338</td>\n",
       "      <td>1.570</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1.22</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>850333</td>\n",
       "      <td>农药</td>\n",
       "      <td>-0.273</td>\n",
       "      <td>2.000</td>\n",
       "      <td>2.27</td>\n",
       "      <td>1.58</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>850334</td>\n",
       "      <td>日用化学产品</td>\n",
       "      <td>-0.320</td>\n",
       "      <td>2.800</td>\n",
       "      <td>3.47</td>\n",
       "      <td>1.89</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>850335</td>\n",
       "      <td>涂料油漆油墨制造</td>\n",
       "      <td>-0.409</td>\n",
       "      <td>3.560</td>\n",
       "      <td>5.33</td>\n",
       "      <td>2.44</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>850336</td>\n",
       "      <td>钾肥</td>\n",
       "      <td>-0.474</td>\n",
       "      <td>1.570</td>\n",
       "      <td>1.98</td>\n",
       "      <td>1.31</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>850337</td>\n",
       "      <td>民爆用品</td>\n",
       "      <td>-0.343</td>\n",
       "      <td>2.110</td>\n",
       "      <td>2.61</td>\n",
       "      <td>1.65</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>850338</td>\n",
       "      <td>纺织化学用品</td>\n",
       "      <td>-0.321</td>\n",
       "      <td>2.200</td>\n",
       "      <td>2.77</td>\n",
       "      <td>1.47</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>850339</td>\n",
       "      <td>其他化学制品</td>\n",
       "      <td>-0.289</td>\n",
       "      <td>2.720</td>\n",
       "      <td>3.43</td>\n",
       "      <td>2.01</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>850341</td>\n",
       "      <td>涤纶</td>\n",
       "      <td>-0.296</td>\n",
       "      <td>2.650</td>\n",
       "      <td>3.47</td>\n",
       "      <td>1.76</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>850342</td>\n",
       "      <td>维纶</td>\n",
       "      <td>-0.388</td>\n",
       "      <td>1.180</td>\n",
       "      <td>1.48</td>\n",
       "      <td>0.92</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>850343</td>\n",
       "      <td>粘胶</td>\n",
       "      <td>-0.408</td>\n",
       "      <td>1.600</td>\n",
       "      <td>2.09</td>\n",
       "      <td>1.09</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>850344</td>\n",
       "      <td>其他纤维</td>\n",
       "      <td>-0.397</td>\n",
       "      <td>3.050</td>\n",
       "      <td>4.08</td>\n",
       "      <td>2.23</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>850345</td>\n",
       "      <td>氨纶</td>\n",
       "      <td>-0.095</td>\n",
       "      <td>3.140</td>\n",
       "      <td>3.80</td>\n",
       "      <td>2.24</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>850351</td>\n",
       "      <td>其他塑料制品</td>\n",
       "      <td>-0.523</td>\n",
       "      <td>2.670</td>\n",
       "      <td>3.66</td>\n",
       "      <td>1.49</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>850352</td>\n",
       "      <td>合成革</td>\n",
       "      <td>-0.226</td>\n",
       "      <td>2.580</td>\n",
       "      <td>3.11</td>\n",
       "      <td>2.06</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>850353</td>\n",
       "      <td>改性塑料</td>\n",
       "      <td>-0.321</td>\n",
       "      <td>1.980</td>\n",
       "      <td>2.56</td>\n",
       "      <td>1.45</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>850361</td>\n",
       "      <td>轮胎</td>\n",
       "      <td>-0.325</td>\n",
       "      <td>1.520</td>\n",
       "      <td>1.89</td>\n",
       "      <td>1.17</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>850362</td>\n",
       "      <td>其他橡胶制品</td>\n",
       "      <td>-0.407</td>\n",
       "      <td>2.480</td>\n",
       "      <td>4.15</td>\n",
       "      <td>1.84</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>850363</td>\n",
       "      <td>炭黑</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>2.820</td>\n",
       "      <td>3.46</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>850372</td>\n",
       "      <td>聚氨酯</td>\n",
       "      <td>-0.331</td>\n",
       "      <td>3.350</td>\n",
       "      <td>4.23</td>\n",
       "      <td>2.01</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>850373</td>\n",
       "      <td>玻纤</td>\n",
       "      <td>-0.365</td>\n",
       "      <td>2.610</td>\n",
       "      <td>3.89</td>\n",
       "      <td>1.99</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>850381</td>\n",
       "      <td>复合肥</td>\n",
       "      <td>-0.336</td>\n",
       "      <td>1.780</td>\n",
       "      <td>2.45</td>\n",
       "      <td>1.41</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>850382</td>\n",
       "      <td>氟化工及制冷剂</td>\n",
       "      <td>-0.355</td>\n",
       "      <td>2.440</td>\n",
       "      <td>3.12</td>\n",
       "      <td>1.71</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>850383</td>\n",
       "      <td>磷化工及磷酸盐</td>\n",
       "      <td>-0.359</td>\n",
       "      <td>1.490</td>\n",
       "      <td>1.95</td>\n",
       "      <td>1.20</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>850411</td>\n",
       "      <td>普钢</td>\n",
       "      <td>-0.313</td>\n",
       "      <td>1.260</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.93</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>850412</td>\n",
       "      <td>特钢</td>\n",
       "      <td>-0.368</td>\n",
       "      <td>2.070</td>\n",
       "      <td>2.85</td>\n",
       "      <td>1.47</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>850521</td>\n",
       "      <td>金属新材料</td>\n",
       "      <td>-0.465</td>\n",
       "      <td>2.490</td>\n",
       "      <td>3.46</td>\n",
       "      <td>1.63</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>850522</td>\n",
       "      <td>磁性材料</td>\n",
       "      <td>-0.445</td>\n",
       "      <td>2.150</td>\n",
       "      <td>3.08</td>\n",
       "      <td>1.60</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>850523</td>\n",
       "      <td>非金属新材料</td>\n",
       "      <td>-0.406</td>\n",
       "      <td>4.460</td>\n",
       "      <td>6.05</td>\n",
       "      <td>2.73</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>850531</td>\n",
       "      <td>黄金</td>\n",
       "      <td>-0.220</td>\n",
       "      <td>2.400</td>\n",
       "      <td>3.29</td>\n",
       "      <td>2.13</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>850541</td>\n",
       "      <td>稀土</td>\n",
       "      <td>-0.401</td>\n",
       "      <td>4.530</td>\n",
       "      <td>6.12</td>\n",
       "      <td>3.39</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>850542</td>\n",
       "      <td>钨</td>\n",
       "      <td>-0.420</td>\n",
       "      <td>2.950</td>\n",
       "      <td>4.02</td>\n",
       "      <td>2.19</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>850543</td>\n",
       "      <td>锂</td>\n",
       "      <td>-0.494</td>\n",
       "      <td>7.690</td>\n",
       "      <td>10.78</td>\n",
       "      <td>3.29</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>850544</td>\n",
       "      <td>其他稀有小金属</td>\n",
       "      <td>-0.442</td>\n",
       "      <td>2.780</td>\n",
       "      <td>4.05</td>\n",
       "      <td>1.95</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>850551</td>\n",
       "      <td>铝</td>\n",
       "      <td>-0.500</td>\n",
       "      <td>1.340</td>\n",
       "      <td>2.34</td>\n",
       "      <td>1.05</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>850552</td>\n",
       "      <td>铜</td>\n",
       "      <td>-0.402</td>\n",
       "      <td>1.730</td>\n",
       "      <td>2.29</td>\n",
       "      <td>1.23</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>850553</td>\n",
       "      <td>铅锌</td>\n",
       "      <td>-0.392</td>\n",
       "      <td>1.930</td>\n",
       "      <td>2.92</td>\n",
       "      <td>1.54</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>850611</td>\n",
       "      <td>玻璃制造</td>\n",
       "      <td>-0.431</td>\n",
       "      <td>1.650</td>\n",
       "      <td>2.52</td>\n",
       "      <td>1.22</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>850612</td>\n",
       "      <td>水泥制造</td>\n",
       "      <td>-0.188</td>\n",
       "      <td>1.760</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1.34</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>850614</td>\n",
       "      <td>其他建材</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>3.070</td>\n",
       "      <td>4.34</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>850615</td>\n",
       "      <td>耐火材料</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>2.100</td>\n",
       "      <td>2.76</td>\n",
       "      <td>1.66</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>850616</td>\n",
       "      <td>管材</td>\n",
       "      <td>-0.382</td>\n",
       "      <td>2.770</td>\n",
       "      <td>3.89</td>\n",
       "      <td>1.95</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>850623</td>\n",
       "      <td>房屋建设</td>\n",
       "      <td>-0.167</td>\n",
       "      <td>1.150</td>\n",
       "      <td>1.58</td>\n",
       "      <td>0.85</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>850711</td>\n",
       "      <td>机床工具</td>\n",
       "      <td>-0.318</td>\n",
       "      <td>2.880</td>\n",
       "      <td>3.76</td>\n",
       "      <td>2.26</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>850712</td>\n",
       "      <td>机械基础件</td>\n",
       "      <td>-0.350</td>\n",
       "      <td>1.940</td>\n",
       "      <td>2.54</td>\n",
       "      <td>1.56</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>850713</td>\n",
       "      <td>磨具磨料</td>\n",
       "      <td>-0.572</td>\n",
       "      <td>1.830</td>\n",
       "      <td>2.77</td>\n",
       "      <td>1.30</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>850714</td>\n",
       "      <td>内燃机</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>1.130</td>\n",
       "      <td>1.79</td>\n",
       "      <td>0.89</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>850715</td>\n",
       "      <td>制冷空调设备</td>\n",
       "      <td>-0.347</td>\n",
       "      <td>1.750</td>\n",
       "      <td>2.51</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>850716</td>\n",
       "      <td>其它通用机械</td>\n",
       "      <td>-0.382</td>\n",
       "      <td>3.210</td>\n",
       "      <td>4.15</td>\n",
       "      <td>2.27</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>850721</td>\n",
       "      <td>纺织服装设备</td>\n",
       "      <td>-0.390</td>\n",
       "      <td>1.970</td>\n",
       "      <td>2.28</td>\n",
       "      <td>1.47</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>850722</td>\n",
       "      <td>工程机械</td>\n",
       "      <td>-0.209</td>\n",
       "      <td>1.490</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1.25</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>850723</td>\n",
       "      <td>农用机械</td>\n",
       "      <td>-0.335</td>\n",
       "      <td>1.550</td>\n",
       "      <td>2.13</td>\n",
       "      <td>1.15</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>850724</td>\n",
       "      <td>重型机械</td>\n",
       "      <td>-0.368</td>\n",
       "      <td>1.430</td>\n",
       "      <td>1.97</td>\n",
       "      <td>1.19</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>850725</td>\n",
       "      <td>冶金矿采化工设备</td>\n",
       "      <td>-0.259</td>\n",
       "      <td>1.700</td>\n",
       "      <td>2.21</td>\n",
       "      <td>1.40</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>850726</td>\n",
       "      <td>印刷包装机械</td>\n",
       "      <td>-0.410</td>\n",
       "      <td>1.840</td>\n",
       "      <td>2.68</td>\n",
       "      <td>1.35</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>850727</td>\n",
       "      <td>其它专用机械</td>\n",
       "      <td>-0.393</td>\n",
       "      <td>2.680</td>\n",
       "      <td>3.87</td>\n",
       "      <td>1.94</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>850728</td>\n",
       "      <td>楼宇设备</td>\n",
       "      <td>-0.444</td>\n",
       "      <td>1.500</td>\n",
       "      <td>3.40</td>\n",
       "      <td>1.14</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>850729</td>\n",
       "      <td>环保设备</td>\n",
       "      <td>-0.457</td>\n",
       "      <td>2.390</td>\n",
       "      <td>3.41</td>\n",
       "      <td>1.61</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>850731</td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>-0.338</td>\n",
       "      <td>3.120</td>\n",
       "      <td>3.87</td>\n",
       "      <td>2.31</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>850741</td>\n",
       "      <td>电机</td>\n",
       "      <td>-0.410</td>\n",
       "      <td>2.270</td>\n",
       "      <td>3.10</td>\n",
       "      <td>1.44</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>850751</td>\n",
       "      <td>金属制品</td>\n",
       "      <td>-0.460</td>\n",
       "      <td>1.850</td>\n",
       "      <td>2.80</td>\n",
       "      <td>1.27</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>850811</td>\n",
       "      <td>集成电路</td>\n",
       "      <td>-0.424</td>\n",
       "      <td>3.500</td>\n",
       "      <td>4.83</td>\n",
       "      <td>2.19</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>850812</td>\n",
       "      <td>分立器件</td>\n",
       "      <td>-0.434</td>\n",
       "      <td>3.530</td>\n",
       "      <td>4.30</td>\n",
       "      <td>2.32</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>850813</td>\n",
       "      <td>半导体材料</td>\n",
       "      <td>-0.164</td>\n",
       "      <td>5.260</td>\n",
       "      <td>6.91</td>\n",
       "      <td>3.91</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>850822</td>\n",
       "      <td>印制电路板</td>\n",
       "      <td>-0.206</td>\n",
       "      <td>3.330</td>\n",
       "      <td>4.10</td>\n",
       "      <td>2.81</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>850823</td>\n",
       "      <td>被动元件</td>\n",
       "      <td>-0.264</td>\n",
       "      <td>3.150</td>\n",
       "      <td>3.67</td>\n",
       "      <td>2.35</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>850831</td>\n",
       "      <td>显示器件</td>\n",
       "      <td>-0.529</td>\n",
       "      <td>1.500</td>\n",
       "      <td>2.55</td>\n",
       "      <td>1.07</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>850832</td>\n",
       "      <td>LED</td>\n",
       "      <td>-0.451</td>\n",
       "      <td>2.820</td>\n",
       "      <td>3.75</td>\n",
       "      <td>1.85</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>850833</td>\n",
       "      <td>光学元件</td>\n",
       "      <td>-0.517</td>\n",
       "      <td>4.550</td>\n",
       "      <td>6.28</td>\n",
       "      <td>2.51</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>850841</td>\n",
       "      <td>其他电子</td>\n",
       "      <td>-0.411</td>\n",
       "      <td>3.450</td>\n",
       "      <td>4.33</td>\n",
       "      <td>2.27</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>850851</td>\n",
       "      <td>电子系统组装</td>\n",
       "      <td>-0.431</td>\n",
       "      <td>6.120</td>\n",
       "      <td>8.26</td>\n",
       "      <td>3.74</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>850852</td>\n",
       "      <td>电子零部件制造</td>\n",
       "      <td>-0.413</td>\n",
       "      <td>3.780</td>\n",
       "      <td>5.19</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>850911</td>\n",
       "      <td>乘用车</td>\n",
       "      <td>-0.289</td>\n",
       "      <td>1.600</td>\n",
       "      <td>2.01</td>\n",
       "      <td>1.30</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>850912</td>\n",
       "      <td>商用载货车</td>\n",
       "      <td>-0.353</td>\n",
       "      <td>0.900</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.71</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>850913</td>\n",
       "      <td>商用载客车</td>\n",
       "      <td>-0.526</td>\n",
       "      <td>2.240</td>\n",
       "      <td>3.53</td>\n",
       "      <td>1.42</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>850921</td>\n",
       "      <td>汽车零部件</td>\n",
       "      <td>-0.349</td>\n",
       "      <td>1.980</td>\n",
       "      <td>2.60</td>\n",
       "      <td>1.46</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>850935</td>\n",
       "      <td>船舶制造</td>\n",
       "      <td>-0.382</td>\n",
       "      <td>1.240</td>\n",
       "      <td>2.13</td>\n",
       "      <td>1.10</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>850936</td>\n",
       "      <td>铁路设备</td>\n",
       "      <td>-0.369</td>\n",
       "      <td>1.980</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>850941</td>\n",
       "      <td>汽车服务</td>\n",
       "      <td>-0.375</td>\n",
       "      <td>1.520</td>\n",
       "      <td>1.86</td>\n",
       "      <td>1.12</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>851012</td>\n",
       "      <td>终端设备</td>\n",
       "      <td>-0.371</td>\n",
       "      <td>2.890</td>\n",
       "      <td>4.00</td>\n",
       "      <td>2.01</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>851013</td>\n",
       "      <td>通信传输设备</td>\n",
       "      <td>-0.325</td>\n",
       "      <td>2.730</td>\n",
       "      <td>3.71</td>\n",
       "      <td>2.20</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>851014</td>\n",
       "      <td>通信配套服务</td>\n",
       "      <td>-0.328</td>\n",
       "      <td>2.990</td>\n",
       "      <td>3.58</td>\n",
       "      <td>2.21</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>851021</td>\n",
       "      <td>计算机设备</td>\n",
       "      <td>-0.286</td>\n",
       "      <td>2.650</td>\n",
       "      <td>3.33</td>\n",
       "      <td>2.06</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>851111</td>\n",
       "      <td>冰箱</td>\n",
       "      <td>-0.313</td>\n",
       "      <td>2.960</td>\n",
       "      <td>3.90</td>\n",
       "      <td>1.90</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>851112</td>\n",
       "      <td>空调</td>\n",
       "      <td>-0.284</td>\n",
       "      <td>4.110</td>\n",
       "      <td>5.71</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>851113</td>\n",
       "      <td>洗衣机</td>\n",
       "      <td>-0.349</td>\n",
       "      <td>4.040</td>\n",
       "      <td>5.12</td>\n",
       "      <td>2.64</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>851114</td>\n",
       "      <td>小家电</td>\n",
       "      <td>-0.431</td>\n",
       "      <td>3.760</td>\n",
       "      <td>5.30</td>\n",
       "      <td>2.49</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>851115</td>\n",
       "      <td>家电零部件</td>\n",
       "      <td>-0.437</td>\n",
       "      <td>2.420</td>\n",
       "      <td>3.43</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>851121</td>\n",
       "      <td>彩电</td>\n",
       "      <td>-0.401</td>\n",
       "      <td>1.260</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0.93</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>851122</td>\n",
       "      <td>其它视听器材</td>\n",
       "      <td>-0.296</td>\n",
       "      <td>2.450</td>\n",
       "      <td>3.23</td>\n",
       "      <td>1.67</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>851231</td>\n",
       "      <td>白酒</td>\n",
       "      <td>-0.239</td>\n",
       "      <td>6.770</td>\n",
       "      <td>8.45</td>\n",
       "      <td>4.46</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>851232</td>\n",
       "      <td>啤酒</td>\n",
       "      <td>-0.114</td>\n",
       "      <td>2.440</td>\n",
       "      <td>3.29</td>\n",
       "      <td>1.87</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>851233</td>\n",
       "      <td>其他酒类</td>\n",
       "      <td>-0.352</td>\n",
       "      <td>3.260</td>\n",
       "      <td>4.08</td>\n",
       "      <td>2.32</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>851234</td>\n",
       "      <td>软饮料</td>\n",
       "      <td>-0.354</td>\n",
       "      <td>2.610</td>\n",
       "      <td>5.26</td>\n",
       "      <td>2.10</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>851235</td>\n",
       "      <td>葡萄酒</td>\n",
       "      <td>-0.454</td>\n",
       "      <td>2.500</td>\n",
       "      <td>3.04</td>\n",
       "      <td>1.79</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>851236</td>\n",
       "      <td>黄酒</td>\n",
       "      <td>-0.352</td>\n",
       "      <td>1.630</td>\n",
       "      <td>2.14</td>\n",
       "      <td>1.29</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>851241</td>\n",
       "      <td>肉制品</td>\n",
       "      <td>-0.242</td>\n",
       "      <td>5.430</td>\n",
       "      <td>6.99</td>\n",
       "      <td>4.03</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>851242</td>\n",
       "      <td>调味发酵品</td>\n",
       "      <td>0.113</td>\n",
       "      <td>4.700</td>\n",
       "      <td>5.56</td>\n",
       "      <td>3.57</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>851243</td>\n",
       "      <td>乳品</td>\n",
       "      <td>-0.296</td>\n",
       "      <td>5.610</td>\n",
       "      <td>7.22</td>\n",
       "      <td>4.19</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>851244</td>\n",
       "      <td>食品综合</td>\n",
       "      <td>-0.064</td>\n",
       "      <td>3.080</td>\n",
       "      <td>3.49</td>\n",
       "      <td>2.59</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>851311</td>\n",
       "      <td>毛纺</td>\n",
       "      <td>-0.406</td>\n",
       "      <td>1.920</td>\n",
       "      <td>2.61</td>\n",
       "      <td>1.45</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>851312</td>\n",
       "      <td>棉纺</td>\n",
       "      <td>-0.259</td>\n",
       "      <td>1.260</td>\n",
       "      <td>1.49</td>\n",
       "      <td>1.02</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>851313</td>\n",
       "      <td>丝绸</td>\n",
       "      <td>-0.279</td>\n",
       "      <td>1.920</td>\n",
       "      <td>2.66</td>\n",
       "      <td>1.40</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>851314</td>\n",
       "      <td>印染</td>\n",
       "      <td>-0.336</td>\n",
       "      <td>1.820</td>\n",
       "      <td>2.22</td>\n",
       "      <td>1.31</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>851315</td>\n",
       "      <td>辅料</td>\n",
       "      <td>-0.373</td>\n",
       "      <td>2.720</td>\n",
       "      <td>3.02</td>\n",
       "      <td>1.68</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>851316</td>\n",
       "      <td>其他纺织</td>\n",
       "      <td>-0.395</td>\n",
       "      <td>2.360</td>\n",
       "      <td>3.02</td>\n",
       "      <td>1.91</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>851322</td>\n",
       "      <td>男装</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>2.170</td>\n",
       "      <td>2.82</td>\n",
       "      <td>1.90</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>851323</td>\n",
       "      <td>女装</td>\n",
       "      <td>-0.464</td>\n",
       "      <td>2.670</td>\n",
       "      <td>3.48</td>\n",
       "      <td>1.11</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>851324</td>\n",
       "      <td>休闲服装</td>\n",
       "      <td>-0.293</td>\n",
       "      <td>2.540</td>\n",
       "      <td>2.96</td>\n",
       "      <td>1.84</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>851325</td>\n",
       "      <td>鞋帽</td>\n",
       "      <td>-0.346</td>\n",
       "      <td>1.970</td>\n",
       "      <td>2.41</td>\n",
       "      <td>1.60</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>851326</td>\n",
       "      <td>家纺</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>3.080</td>\n",
       "      <td>3.76</td>\n",
       "      <td>1.89</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>851327</td>\n",
       "      <td>其他服装</td>\n",
       "      <td>-0.367</td>\n",
       "      <td>1.810</td>\n",
       "      <td>2.80</td>\n",
       "      <td>1.25</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>851411</td>\n",
       "      <td>造纸</td>\n",
       "      <td>-0.387</td>\n",
       "      <td>1.420</td>\n",
       "      <td>2.09</td>\n",
       "      <td>1.02</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>851421</td>\n",
       "      <td>包装印刷</td>\n",
       "      <td>-0.230</td>\n",
       "      <td>2.210</td>\n",
       "      <td>2.85</td>\n",
       "      <td>1.79</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>851432</td>\n",
       "      <td>家具</td>\n",
       "      <td>-0.482</td>\n",
       "      <td>2.960</td>\n",
       "      <td>3.75</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>851433</td>\n",
       "      <td>其他家用轻工</td>\n",
       "      <td>-0.419</td>\n",
       "      <td>1.890</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1.30</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>851434</td>\n",
       "      <td>珠宝首饰</td>\n",
       "      <td>-0.417</td>\n",
       "      <td>1.950</td>\n",
       "      <td>2.68</td>\n",
       "      <td>1.44</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>851435</td>\n",
       "      <td>文娱用品</td>\n",
       "      <td>-0.289</td>\n",
       "      <td>2.760</td>\n",
       "      <td>3.93</td>\n",
       "      <td>2.19</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>851441</td>\n",
       "      <td>其他轻工制造</td>\n",
       "      <td>-0.444</td>\n",
       "      <td>5.100</td>\n",
       "      <td>10.89</td>\n",
       "      <td>3.04</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>851511</td>\n",
       "      <td>化学原料药</td>\n",
       "      <td>-0.328</td>\n",
       "      <td>2.820</td>\n",
       "      <td>3.27</td>\n",
       "      <td>1.93</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>851512</td>\n",
       "      <td>化学制剂</td>\n",
       "      <td>-0.256</td>\n",
       "      <td>4.310</td>\n",
       "      <td>5.13</td>\n",
       "      <td>2.80</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>851521</td>\n",
       "      <td>中药</td>\n",
       "      <td>-0.316</td>\n",
       "      <td>3.060</td>\n",
       "      <td>3.53</td>\n",
       "      <td>2.13</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>851531</td>\n",
       "      <td>生物制品</td>\n",
       "      <td>-0.236</td>\n",
       "      <td>6.010</td>\n",
       "      <td>7.33</td>\n",
       "      <td>4.19</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>851541</td>\n",
       "      <td>医药商业</td>\n",
       "      <td>-0.323</td>\n",
       "      <td>2.540</td>\n",
       "      <td>3.03</td>\n",
       "      <td>1.64</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>851551</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>-0.286</td>\n",
       "      <td>4.220</td>\n",
       "      <td>5.17</td>\n",
       "      <td>3.36</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>851561</td>\n",
       "      <td>医疗服务</td>\n",
       "      <td>-0.201</td>\n",
       "      <td>8.490</td>\n",
       "      <td>10.65</td>\n",
       "      <td>5.72</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>851611</td>\n",
       "      <td>火电</td>\n",
       "      <td>-0.144</td>\n",
       "      <td>1.100</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.95</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>851612</td>\n",
       "      <td>水电</td>\n",
       "      <td>-0.111</td>\n",
       "      <td>1.960</td>\n",
       "      <td>2.17</td>\n",
       "      <td>1.67</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>851613</td>\n",
       "      <td>燃机发电</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>1.810</td>\n",
       "      <td>2.41</td>\n",
       "      <td>1.36</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>851614</td>\n",
       "      <td>热电</td>\n",
       "      <td>-0.272</td>\n",
       "      <td>1.710</td>\n",
       "      <td>2.02</td>\n",
       "      <td>1.30</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>851615</td>\n",
       "      <td>新能源发电</td>\n",
       "      <td>-0.346</td>\n",
       "      <td>1.840</td>\n",
       "      <td>2.35</td>\n",
       "      <td>1.49</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>851621</td>\n",
       "      <td>水务</td>\n",
       "      <td>-0.330</td>\n",
       "      <td>1.530</td>\n",
       "      <td>2.10</td>\n",
       "      <td>1.18</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>851631</td>\n",
       "      <td>燃气</td>\n",
       "      <td>-0.304</td>\n",
       "      <td>1.990</td>\n",
       "      <td>2.71</td>\n",
       "      <td>1.70</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>851641</td>\n",
       "      <td>环保工程及服务</td>\n",
       "      <td>-0.502</td>\n",
       "      <td>2.280</td>\n",
       "      <td>3.56</td>\n",
       "      <td>1.55</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>851711</td>\n",
       "      <td>港口</td>\n",
       "      <td>-0.329</td>\n",
       "      <td>1.460</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.18</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>851721</td>\n",
       "      <td>公交</td>\n",
       "      <td>-0.312</td>\n",
       "      <td>1.320</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.08</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>851731</td>\n",
       "      <td>高速公路</td>\n",
       "      <td>-0.285</td>\n",
       "      <td>1.030</td>\n",
       "      <td>1.41</td>\n",
       "      <td>0.88</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>851741</td>\n",
       "      <td>航空运输</td>\n",
       "      <td>-0.376</td>\n",
       "      <td>1.290</td>\n",
       "      <td>1.67</td>\n",
       "      <td>0.93</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>851751</td>\n",
       "      <td>机场</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>2.780</td>\n",
       "      <td>3.20</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>851761</td>\n",
       "      <td>航运</td>\n",
       "      <td>-0.302</td>\n",
       "      <td>1.480</td>\n",
       "      <td>2.08</td>\n",
       "      <td>1.26</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>851771</td>\n",
       "      <td>铁路运输</td>\n",
       "      <td>-0.203</td>\n",
       "      <td>1.280</td>\n",
       "      <td>1.58</td>\n",
       "      <td>1.06</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>851781</td>\n",
       "      <td>物流</td>\n",
       "      <td>-0.386</td>\n",
       "      <td>2.160</td>\n",
       "      <td>2.87</td>\n",
       "      <td>1.67</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>851811</td>\n",
       "      <td>房地产开发</td>\n",
       "      <td>-0.314</td>\n",
       "      <td>1.400</td>\n",
       "      <td>2.25</td>\n",
       "      <td>1.13</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>851821</td>\n",
       "      <td>园区开发</td>\n",
       "      <td>-0.167</td>\n",
       "      <td>1.850</td>\n",
       "      <td>2.29</td>\n",
       "      <td>1.30</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>851911</td>\n",
       "      <td>银行</td>\n",
       "      <td>-0.158</td>\n",
       "      <td>0.850</td>\n",
       "      <td>1.13</td>\n",
       "      <td>0.73</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>851921</td>\n",
       "      <td>多元金融</td>\n",
       "      <td>-0.370</td>\n",
       "      <td>1.920</td>\n",
       "      <td>2.30</td>\n",
       "      <td>1.49</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>851931</td>\n",
       "      <td>证券</td>\n",
       "      <td>-0.272</td>\n",
       "      <td>1.250</td>\n",
       "      <td>1.81</td>\n",
       "      <td>1.02</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>851941</td>\n",
       "      <td>保险</td>\n",
       "      <td>-0.255</td>\n",
       "      <td>2.270</td>\n",
       "      <td>3.11</td>\n",
       "      <td>1.90</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>852021</td>\n",
       "      <td>贸易</td>\n",
       "      <td>-0.369</td>\n",
       "      <td>1.240</td>\n",
       "      <td>1.78</td>\n",
       "      <td>0.92</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>852031</td>\n",
       "      <td>百货</td>\n",
       "      <td>-0.412</td>\n",
       "      <td>1.710</td>\n",
       "      <td>2.22</td>\n",
       "      <td>1.17</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>852032</td>\n",
       "      <td>超市</td>\n",
       "      <td>-0.289</td>\n",
       "      <td>3.050</td>\n",
       "      <td>4.19</td>\n",
       "      <td>2.46</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>852033</td>\n",
       "      <td>多业态零售</td>\n",
       "      <td>-0.259</td>\n",
       "      <td>1.820</td>\n",
       "      <td>2.22</td>\n",
       "      <td>1.39</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>852041</td>\n",
       "      <td>专业连锁</td>\n",
       "      <td>-0.276</td>\n",
       "      <td>1.730</td>\n",
       "      <td>2.06</td>\n",
       "      <td>1.28</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>852051</td>\n",
       "      <td>一般物业经营</td>\n",
       "      <td>-0.235</td>\n",
       "      <td>1.100</td>\n",
       "      <td>1.44</td>\n",
       "      <td>0.92</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>852052</td>\n",
       "      <td>专业市场</td>\n",
       "      <td>-0.368</td>\n",
       "      <td>1.650</td>\n",
       "      <td>2.41</td>\n",
       "      <td>1.23</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>852111</td>\n",
       "      <td>人工景点</td>\n",
       "      <td>0.104</td>\n",
       "      <td>3.030</td>\n",
       "      <td>3.79</td>\n",
       "      <td>2.73</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>852112</td>\n",
       "      <td>自然景点</td>\n",
       "      <td>-0.399</td>\n",
       "      <td>1.870</td>\n",
       "      <td>2.44</td>\n",
       "      <td>1.33</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>852121</td>\n",
       "      <td>酒店</td>\n",
       "      <td>-0.318</td>\n",
       "      <td>2.770</td>\n",
       "      <td>3.24</td>\n",
       "      <td>1.85</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>852131</td>\n",
       "      <td>旅游综合</td>\n",
       "      <td>-0.008</td>\n",
       "      <td>4.700</td>\n",
       "      <td>5.37</td>\n",
       "      <td>3.36</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>852141</td>\n",
       "      <td>餐饮</td>\n",
       "      <td>-0.332</td>\n",
       "      <td>3.890</td>\n",
       "      <td>5.57</td>\n",
       "      <td>2.51</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>852151</td>\n",
       "      <td>其他休闲服务</td>\n",
       "      <td>-0.202</td>\n",
       "      <td>5.640</td>\n",
       "      <td>7.85</td>\n",
       "      <td>1.49</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>852211</td>\n",
       "      <td>通信运营</td>\n",
       "      <td>-0.191</td>\n",
       "      <td>1.390</td>\n",
       "      <td>1.71</td>\n",
       "      <td>1.23</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>852221</td>\n",
       "      <td>互联网信息服务</td>\n",
       "      <td>-0.338</td>\n",
       "      <td>4.130</td>\n",
       "      <td>5.99</td>\n",
       "      <td>3.36</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>852222</td>\n",
       "      <td>移动互联网服务</td>\n",
       "      <td>-0.398</td>\n",
       "      <td>2.080</td>\n",
       "      <td>3.16</td>\n",
       "      <td>1.47</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>852223</td>\n",
       "      <td>其他互联网服务</td>\n",
       "      <td>-0.390</td>\n",
       "      <td>2.390</td>\n",
       "      <td>3.50</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>852224</td>\n",
       "      <td>有线电视网络</td>\n",
       "      <td>-0.313</td>\n",
       "      <td>1.240</td>\n",
       "      <td>1.67</td>\n",
       "      <td>0.94</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>852225</td>\n",
       "      <td>软件开发</td>\n",
       "      <td>-0.213</td>\n",
       "      <td>4.800</td>\n",
       "      <td>5.95</td>\n",
       "      <td>3.54</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>852226</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>-0.265</td>\n",
       "      <td>2.850</td>\n",
       "      <td>3.62</td>\n",
       "      <td>2.10</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>852241</td>\n",
       "      <td>平面媒体</td>\n",
       "      <td>-0.358</td>\n",
       "      <td>1.570</td>\n",
       "      <td>2.06</td>\n",
       "      <td>1.13</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>852242</td>\n",
       "      <td>影视动漫</td>\n",
       "      <td>-0.439</td>\n",
       "      <td>2.850</td>\n",
       "      <td>3.80</td>\n",
       "      <td>1.91</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>852243</td>\n",
       "      <td>营销服务</td>\n",
       "      <td>-0.482</td>\n",
       "      <td>3.250</td>\n",
       "      <td>4.41</td>\n",
       "      <td>1.80</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>852244</td>\n",
       "      <td>其他文化传媒</td>\n",
       "      <td>-0.361</td>\n",
       "      <td>3.400</td>\n",
       "      <td>6.72</td>\n",
       "      <td>1.95</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>852311</td>\n",
       "      <td>综合</td>\n",
       "      <td>-0.397</td>\n",
       "      <td>1.600</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>857221</td>\n",
       "      <td>装修装饰</td>\n",
       "      <td>-0.387</td>\n",
       "      <td>2.000</td>\n",
       "      <td>2.98</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>857231</td>\n",
       "      <td>城轨建设</td>\n",
       "      <td>-0.269</td>\n",
       "      <td>1.090</td>\n",
       "      <td>1.54</td>\n",
       "      <td>0.90</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>857232</td>\n",
       "      <td>路桥施工</td>\n",
       "      <td>-0.254</td>\n",
       "      <td>1.370</td>\n",
       "      <td>1.72</td>\n",
       "      <td>1.16</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>857233</td>\n",
       "      <td>水利工程</td>\n",
       "      <td>-0.320</td>\n",
       "      <td>0.920</td>\n",
       "      <td>1.33</td>\n",
       "      <td>0.74</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>857234</td>\n",
       "      <td>铁路建设</td>\n",
       "      <td>-0.123</td>\n",
       "      <td>1.010</td>\n",
       "      <td>1.30</td>\n",
       "      <td>0.92</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>857235</td>\n",
       "      <td>其他基础建设</td>\n",
       "      <td>-0.350</td>\n",
       "      <td>2.310</td>\n",
       "      <td>3.34</td>\n",
       "      <td>1.29</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>857241</td>\n",
       "      <td>钢结构</td>\n",
       "      <td>-0.361</td>\n",
       "      <td>1.690</td>\n",
       "      <td>2.30</td>\n",
       "      <td>1.17</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>857242</td>\n",
       "      <td>化学工程</td>\n",
       "      <td>-0.274</td>\n",
       "      <td>1.440</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.14</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>857243</td>\n",
       "      <td>国际工程承包</td>\n",
       "      <td>-0.422</td>\n",
       "      <td>1.770</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1.27</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>857244</td>\n",
       "      <td>其他专业工程</td>\n",
       "      <td>-0.401</td>\n",
       "      <td>1.160</td>\n",
       "      <td>1.96</td>\n",
       "      <td>0.97</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>857251</td>\n",
       "      <td>园林工程</td>\n",
       "      <td>-0.547</td>\n",
       "      <td>2.450</td>\n",
       "      <td>3.82</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>857321</td>\n",
       "      <td>电网自动化</td>\n",
       "      <td>-0.282</td>\n",
       "      <td>2.030</td>\n",
       "      <td>2.77</td>\n",
       "      <td>1.61</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>857322</td>\n",
       "      <td>工控自动化</td>\n",
       "      <td>-0.369</td>\n",
       "      <td>3.930</td>\n",
       "      <td>4.73</td>\n",
       "      <td>2.69</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>857323</td>\n",
       "      <td>计量仪表</td>\n",
       "      <td>-0.424</td>\n",
       "      <td>1.570</td>\n",
       "      <td>2.41</td>\n",
       "      <td>1.18</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>857331</td>\n",
       "      <td>综合电力设备商</td>\n",
       "      <td>-0.291</td>\n",
       "      <td>1.210</td>\n",
       "      <td>1.44</td>\n",
       "      <td>1.03</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>857332</td>\n",
       "      <td>风电设备</td>\n",
       "      <td>-0.480</td>\n",
       "      <td>1.710</td>\n",
       "      <td>2.77</td>\n",
       "      <td>1.18</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>857333</td>\n",
       "      <td>光伏设备</td>\n",
       "      <td>-0.392</td>\n",
       "      <td>1.910</td>\n",
       "      <td>2.91</td>\n",
       "      <td>1.39</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>857334</td>\n",
       "      <td>火电设备</td>\n",
       "      <td>-0.562</td>\n",
       "      <td>2.000</td>\n",
       "      <td>2.64</td>\n",
       "      <td>1.01</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>857335</td>\n",
       "      <td>储能设备</td>\n",
       "      <td>-0.229</td>\n",
       "      <td>2.310</td>\n",
       "      <td>2.62</td>\n",
       "      <td>1.93</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>857336</td>\n",
       "      <td>其它电源设备</td>\n",
       "      <td>-0.239</td>\n",
       "      <td>2.000</td>\n",
       "      <td>2.39</td>\n",
       "      <td>1.57</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>857341</td>\n",
       "      <td>高压设备</td>\n",
       "      <td>-0.362</td>\n",
       "      <td>1.040</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.93</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>857342</td>\n",
       "      <td>中压设备</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>2.160</td>\n",
       "      <td>3.23</td>\n",
       "      <td>1.86</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>857343</td>\n",
       "      <td>低压设备</td>\n",
       "      <td>-0.186</td>\n",
       "      <td>2.930</td>\n",
       "      <td>3.59</td>\n",
       "      <td>2.27</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>857344</td>\n",
       "      <td>线缆部件及其他</td>\n",
       "      <td>-0.387</td>\n",
       "      <td>2.170</td>\n",
       "      <td>3.46</td>\n",
       "      <td>1.69</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>857411</td>\n",
       "      <td>航天装备</td>\n",
       "      <td>-0.307</td>\n",
       "      <td>2.840</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.22</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>857421</td>\n",
       "      <td>航空装备</td>\n",
       "      <td>-0.272</td>\n",
       "      <td>2.700</td>\n",
       "      <td>3.23</td>\n",
       "      <td>2.28</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>857431</td>\n",
       "      <td>地面兵装</td>\n",
       "      <td>-0.286</td>\n",
       "      <td>3.130</td>\n",
       "      <td>4.03</td>\n",
       "      <td>2.35</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>858811</td>\n",
       "      <td>其他交运设备</td>\n",
       "      <td>-0.421</td>\n",
       "      <td>3.000</td>\n",
       "      <td>5.78</td>\n",
       "      <td>2.19</td>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>2018-12-28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     index_code index_name  increase  pb_mean  pb_max  pb_min       start  \\\n",
       "0        801001       申万50    -0.255    1.690    2.15    1.35  2018-01-02   \n",
       "1        801003       申万Ａ指    -0.308    1.890    2.40    1.49  2018-01-02   \n",
       "2        801005      申万创业板    -0.315    3.340    3.96    2.46  2018-01-02   \n",
       "3        801010       农林牧渔    -0.231    2.700    3.45    2.33  2018-01-02   \n",
       "4        801011         林业    -0.361    2.180    3.16    1.60  2018-01-02   \n",
       "5        801012      农产品加工    -0.358    2.740    3.20    1.94  2018-01-02   \n",
       "6        801013       农业综合    -0.348    2.660    3.25    1.92  2018-01-02   \n",
       "7        801014         饲料    -0.209    2.160    2.90    1.73  2018-01-02   \n",
       "8        801015         渔业    -0.429    1.940    2.80    1.39  2018-01-02   \n",
       "9        801016        种植业    -0.353    2.640    3.38    1.98  2018-01-02   \n",
       "10       801017       畜禽养殖    -0.041    3.370    4.21    3.03  2018-01-02   \n",
       "11       801018       动物保健    -0.303    3.260    4.45    2.65  2018-01-02   \n",
       "12       801020         采掘    -0.346    1.290    1.78    1.07  2018-01-02   \n",
       "13       801021       煤炭开采    -0.348    1.210    1.81    0.99  2018-01-02   \n",
       "14       801022       其他采掘    -0.561    2.380    3.09    1.56  2018-01-02   \n",
       "15       801024       采掘服务    -0.337    1.570    2.07    1.25  2018-01-02   \n",
       "16       801030         化工    -0.334    2.160    2.64    1.57  2018-01-02   \n",
       "17       801032       化学纤维    -0.307    2.480    3.21    1.75  2018-01-02   \n",
       "18       801033       化学原料    -0.367    1.750    2.32    1.29  2018-01-02   \n",
       "19       801034       化学制品    -0.324    2.530    2.98    1.80  2018-01-02   \n",
       "20       801035       石油化工    -0.261    1.360    1.61    1.07  2018-01-02   \n",
       "21       801036         塑料    -0.458    2.470    3.30    1.58  2018-01-02   \n",
       "22       801037         橡胶    -0.353    1.780    2.28    1.32  2018-01-02   \n",
       "23       801040         钢铁    -0.317    1.380    1.89    0.99  2018-01-02   \n",
       "24       801041         钢铁    -0.317    1.380    1.89    0.99  2018-01-02   \n",
       "25       801050       有色金属    -0.415    2.260    3.26    1.70  2018-01-02   \n",
       "26       801051   金属非金属新材料    -0.439    2.890    3.93    1.95  2018-01-02   \n",
       "27       801053         黄金    -0.220    2.400    3.29    2.13  2018-01-02   \n",
       "28       801054       稀有金属    -0.448    4.170    5.64    2.65  2018-01-02   \n",
       "29       801055       工业金属    -0.440    1.600    2.46    1.24  2018-01-02   \n",
       "30       801072       通用机械    -0.385    2.300    3.00    1.77  2018-01-02   \n",
       "31       801073       仪器仪表    -0.338    3.120    3.87    2.31  2018-01-02   \n",
       "32       801074       专用设备    -0.330    1.830    2.64    1.47  2018-01-02   \n",
       "33       801075       金属制品    -0.460    1.850    2.80    1.27  2018-01-02   \n",
       "34       801076       运输设备    -0.369    1.980    3.01    1.75  2018-01-02   \n",
       "35       801080         电子    -0.426    3.090    4.02    2.13  2018-01-02   \n",
       "36       801081        半导体    -0.411    3.620    4.84    2.30  2018-01-02   \n",
       "37       801082       其他电子    -0.411    3.450    4.33    2.27  2018-01-02   \n",
       "38       801083         元件    -0.232    3.220    3.68    2.58  2018-01-02   \n",
       "39       801084      光学光电子    -0.502    2.010    2.97    1.37  2018-01-02   \n",
       "40       801085       电子制造    -0.424    4.740    6.32    3.04  2018-01-02   \n",
       "41       801092       汽车服务    -0.375    1.520    1.86    1.12  2018-01-02   \n",
       "42       801093      汽车零部件    -0.349    1.980    2.60    1.46  2018-01-02   \n",
       "43       801094       汽车整车    -0.331    1.570    2.04    1.26  2018-01-02   \n",
       "44       801101      计算机设备    -0.286    2.650    3.33    2.06  2018-01-02   \n",
       "45       801102       通信设备    -0.335    2.780    3.67    2.20  2018-01-02   \n",
       "46       801110       家用电器    -0.327    3.210    4.40    2.21  2018-01-02   \n",
       "47       801111       白色家电    -0.320    3.760    5.12    2.51  2018-01-02   \n",
       "48       801112       视听器材    -0.386    1.360    1.94    1.00  2018-01-02   \n",
       "49       801120       食品饮料    -0.222    5.420    6.68    3.90  2018-01-02   \n",
       "50       801123       饮料制造    -0.245    5.710    7.09    3.94  2018-01-02   \n",
       "51       801124       食品加工    -0.177    4.850    5.93    3.74  2018-01-02   \n",
       "52       801130       纺织服装    -0.349    2.000    2.35    1.52  2018-01-02   \n",
       "53       801131       纺织制造    -0.340    1.690    2.14    1.31  2018-01-02   \n",
       "54       801132       服装家纺    -0.346    2.230    2.54    1.71  2018-01-02   \n",
       "55       801140       轻工制造    -0.374    1.970    2.68    1.45  2018-01-02   \n",
       "56       801141       包装印刷    -0.230    2.210    2.85    1.79  2018-01-02   \n",
       "57       801142       家用轻工    -0.432    2.390    3.27    1.67  2018-01-02   \n",
       "58       801143         造纸    -0.387    1.420    2.09    1.02  2018-01-02   \n",
       "59       801144     其他轻工制造       NaN    5.100   10.89    3.04  2018-01-02   \n",
       "60       801150       医药生物    -0.280    3.840    4.43    2.67  2018-01-02   \n",
       "61       801151       化学制药    -0.279    3.780    4.34    2.51  2018-01-02   \n",
       "62       801152       生物制品    -0.236    6.010    7.33    4.19  2018-01-02   \n",
       "63       801153       医疗器械    -0.286    4.220    5.17    3.36  2018-01-02   \n",
       "64       801154       医药商业    -0.323    2.540    3.03    1.64  2018-01-02   \n",
       "65       801155         中药    -0.316    3.060    3.53    2.13  2018-01-02   \n",
       "66       801156       医疗服务    -0.201    8.490   10.65    5.72  2018-01-02   \n",
       "67       801160       公用事业    -0.304    1.640    2.11    1.35  2018-01-02   \n",
       "68       801161         电力    -0.169    1.470    1.68    1.28  2018-01-02   \n",
       "69       801162    环保工程及服务    -0.502    2.280    3.56    1.55  2018-01-02   \n",
       "70       801163         燃气    -0.304    1.990    2.71    1.70  2018-01-02   \n",
       "71       801164         水务    -0.330    1.530    2.10    1.18  2018-01-02   \n",
       "72       801170       交通运输    -0.303    1.530    1.94    1.26  2018-01-02   \n",
       "73       801171         港口    -0.329    1.460    2.00    1.18  2018-01-02   \n",
       "74       801172         公交    -0.312    1.320    1.68    1.08  2018-01-02   \n",
       "75       801173       航空运输    -0.376    1.290    1.67    0.93  2018-01-02   \n",
       "76       801174         机场    -0.001    2.780    3.20    2.25  2018-01-02   \n",
       "77       801175       高速公路    -0.285    1.030    1.41    0.88  2018-01-02   \n",
       "78       801176         航运    -0.302    1.480    2.08    1.26  2018-01-02   \n",
       "79       801177       铁路运输    -0.203    1.280    1.58    1.06  2018-01-02   \n",
       "80       801178         物流    -0.386    2.160    2.87    1.67  2018-01-02   \n",
       "81       801180        房地产    -0.306    1.410    2.25    1.13  2018-01-02   \n",
       "82       801181      房地产开发    -0.314    1.400    2.25    1.13  2018-01-02   \n",
       "83       801182       园区开发    -0.167    1.850    2.29    1.30  2018-01-02   \n",
       "84       801191       多元金融    -0.370    1.920    2.30    1.49  2018-01-02   \n",
       "85       801192         银行    -0.158    0.850    1.13    0.73  2018-01-02   \n",
       "86       801194         保险    -0.255    2.270    3.11    1.90  2018-01-02   \n",
       "87       801200       商业贸易    -0.331    1.670    2.15    1.30  2018-01-02   \n",
       "88       801202         贸易    -0.369    1.240    1.78    0.92  2018-01-02   \n",
       "89       801203       一般零售    -0.335    1.970    2.56    1.49  2018-01-02   \n",
       "90       801204       专业零售    -0.276    1.730    2.06    1.28  2018-01-02   \n",
       "91       801205     商业物业经营    -0.347    1.520    2.12    1.16  2018-01-02   \n",
       "92       801210       休闲服务    -0.107    3.670    4.13    2.68  2018-01-02   \n",
       "93       801211         餐饮    -0.332    3.890    5.57    2.51  2018-01-02   \n",
       "94       801212         景点    -0.116    2.630    2.99    2.17  2018-01-02   \n",
       "95       801213         酒店    -0.318    2.770    3.24    1.85  2018-01-02   \n",
       "96       801214       旅游综合    -0.008    4.700    5.37    3.36  2018-01-02   \n",
       "97       801215     其他休闲服务    -0.202    5.640    7.85    1.49  2018-01-02   \n",
       "98       801222      计算机应用    -0.241    3.530    4.45    2.61  2018-01-02   \n",
       "99       801223       通信运营    -0.191    1.390    1.71    1.23  2018-01-02   \n",
       "100      801230         综合    -0.397    1.600    2.47    1.12  2018-01-02   \n",
       "101      801231         综合    -0.397    1.600    2.47    1.12  2018-01-02   \n",
       "102      801250       申万制造    -0.367    2.330    3.08    1.78  2018-01-02   \n",
       "103      801260       申万消费    -0.282    3.350    3.86    2.42  2018-01-02   \n",
       "104      801270       申万投资    -0.356    1.940    2.55    1.45  2018-01-02   \n",
       "105      801280       申万服务    -0.269    1.400    1.85    1.17  2018-01-02   \n",
       "106      801300    申万300指数    -0.281    1.810    2.23    1.44  2018-01-02   \n",
       "107      801311    300农林牧渔    -0.154    3.620    4.87    3.20  2018-01-02   \n",
       "108      801321      300采掘    -0.277    1.305    1.84    1.08  2018-01-02   \n",
       "109      801322      300化工    -0.361    2.090    2.41    1.37  2018-01-02   \n",
       "110      801323    300黑色金属    -0.303    1.280    1.74    0.96  2018-01-02   \n",
       "111      801324    300有色金属    -0.441    2.680    3.42    1.98  2018-01-02   \n",
       "112      801327      300电子    -0.463    3.530    4.65    2.26  2018-01-02   \n",
       "113      801333    300家用电器    -0.300    3.720    5.20    2.49  2018-01-02   \n",
       "114      801334    300食品饮料    -0.235    7.130    8.96    4.99  2018-01-02   \n",
       "115      801336    300轻工制造    -0.451    1.335    1.77    0.94  2018-01-02   \n",
       "116      801337    300医药生物    -0.261    4.925    6.32    3.75  2018-01-02   \n",
       "117      801341    300公用事业    -0.310    2.320    2.78    1.99  2018-01-02   \n",
       "118      801342    300交通运输    -0.263    1.605    1.93    1.24  2018-01-02   \n",
       "119      801343     300房地产    -0.263    1.585    2.76    1.33  2018-01-02   \n",
       "120      801345    300商业贸易    -0.268    1.890    2.18    1.56  2018-01-02   \n",
       "121      801346    300餐饮旅游     0.398    7.910   10.29    6.25  2018-01-02   \n",
       "122      801351      300综合    -0.498    1.230    2.20    0.84  2018-01-02   \n",
       "123      801710       建筑材料    -0.331    2.120    2.71    1.53  2018-01-02   \n",
       "124      801711       水泥制造    -0.188    1.760    2.07    1.34  2018-01-02   \n",
       "125      801712       玻璃制造    -0.431    1.650    2.52    1.22  2018-01-02   \n",
       "126      801713       其他建材    -0.440    2.880    4.05    1.97  2018-01-02   \n",
       "127      801720       建筑装饰    -0.303    1.320    1.79    1.08  2018-01-02   \n",
       "128      801721       房屋建设    -0.167    1.150    1.58    0.85  2018-01-02   \n",
       "129      801722       装修装饰    -0.387    2.000    2.98    1.50  2018-01-02   \n",
       "130      801723       基础建设    -0.213    1.110    1.46    0.98  2018-01-02   \n",
       "131      801724       专业工程    -0.373    1.400    2.05    1.10  2018-01-02   \n",
       "132      801725       园林工程    -0.547    2.450    3.82    1.48  2018-01-02   \n",
       "133      801730       电气设备    -0.354    1.960    2.67    1.52  2018-01-02   \n",
       "134      801731         电机    -0.410    2.270    3.10    1.44  2018-01-02   \n",
       "135      801732    电气自动化设备    -0.342    2.350    2.90    1.79  2018-01-02   \n",
       "136      801733       电源设备    -0.372    1.850    2.55    1.43  2018-01-02   \n",
       "137      801734      高低压设备    -0.331    1.820    2.71    1.50  2018-01-02   \n",
       "138      801740       国防军工    -0.314    2.240    2.86    1.86  2018-01-02   \n",
       "139      801741       航天装备    -0.307    2.840    3.47    2.22  2018-01-02   \n",
       "140      801742       航空装备    -0.272    2.700    3.23    2.28  2018-01-02   \n",
       "141      801743       地面兵装    -0.286    3.130    4.03    2.35  2018-01-02   \n",
       "142      801744       船舶制造    -0.382    1.240    2.13    1.10  2018-01-02   \n",
       "143      801750        计算机    -0.253    3.300    4.13    2.47  2018-01-02   \n",
       "144      801751       营销传播    -0.482    3.250    4.41    1.80  2018-01-02   \n",
       "145      801752      互联网传媒    -0.367    2.790    3.84    1.96  2018-01-02   \n",
       "146      801760         传媒    -0.399    2.380    3.19    1.70  2018-01-02   \n",
       "147      801761       文化传媒    -0.386    1.880    2.44    1.39  2018-01-02   \n",
       "148      801770         通信    -0.315    2.420    3.18    1.95  2018-01-02   \n",
       "149      801780         银行    -0.158    0.850    1.13    0.73  2018-01-02   \n",
       "150      801790       非银金融    -0.270    1.640    2.25    1.44  2018-01-02   \n",
       "151      801811       大盘指数    -0.256    1.730    2.16    1.39  2018-01-02   \n",
       "152      801812       中盘指数    -0.333    2.030    2.57    1.54  2018-01-02   \n",
       "153      801813       小盘指数    -0.360    1.980    2.66    1.45  2018-01-02   \n",
       "154      801821     高市盈率指数    -0.372    4.020    5.34    3.37  2018-01-02   \n",
       "155      801822     中市盈率指数    -0.307    2.650    3.14    2.10  2018-01-02   \n",
       "156      801823     低市盈率指数    -0.241    1.220    1.74    1.04  2018-01-02   \n",
       "157      801831     高市净率指数    -0.305    8.590    9.99    6.06  2018-01-02   \n",
       "158      801832     中市净率指数    -0.367    2.480    3.26    1.85  2018-01-02   \n",
       "159      801833     低市净率指数    -0.211    0.880    1.18    0.76  2018-01-02   \n",
       "160      801841      高价股指数    -0.274    4.330    5.35    2.82  2018-01-02   \n",
       "161      801842      中价股指数    -0.352    1.620    2.15    1.31  2018-01-02   \n",
       "162      801843      低价股指数    -0.287    1.220    1.50    1.06  2018-01-02   \n",
       "163      801851      亏损股指数    -0.390    2.370    3.36    1.74  2018-01-02   \n",
       "164      801852      微利股指数    -0.393    1.790    2.42    1.40  2018-01-02   \n",
       "165      801853      绩优股指数    -0.321    5.100    6.46    3.07  2018-01-02   \n",
       "166      801863       新股指数    -0.358    3.880    4.91    2.57  2018-01-02   \n",
       "167      801880         汽车    -0.347    1.750    2.29    1.35  2018-01-02   \n",
       "168      801881     其他交运设备    -0.421    3.000    5.78    2.19  2018-01-02   \n",
       "169      801890       机械设备    -0.361    1.980    2.84    1.60  2018-01-02   \n",
       "170      802600       交银装备    -0.348    2.320    2.94    1.77  2018-01-02   \n",
       "171      850111       种子生产    -0.413    3.260    4.61    2.31  2018-01-02   \n",
       "172      850112       粮食种植    -0.306    2.370    3.03    1.73  2018-01-02   \n",
       "173      850113      其他种植业    -0.279    2.220    2.64    1.65  2018-01-02   \n",
       "174      850121       海洋捕捞    -0.389    2.210    3.16    1.63  2018-01-02   \n",
       "175      850122       水产养殖    -0.435    1.900    2.78    1.36  2018-01-02   \n",
       "176      850131         林业    -0.361    2.180    3.16    1.60  2018-01-02   \n",
       "177      850141         饲料    -0.209    2.160    2.90    1.73  2018-01-02   \n",
       "178      850151       果蔬加工    -0.370    2.570    3.56    1.98  2018-01-02   \n",
       "179      850152       粮油加工    -0.441    2.030    2.98    1.60  2018-01-02   \n",
       "180      850154    其他农产品加工    -0.344    2.850    3.30    1.96  2018-01-02   \n",
       "181      850161       农业综合    -0.348    2.660    3.25    1.92  2018-01-02   \n",
       "182      850171       畜禽养殖    -0.041    3.370    4.21    3.03  2018-01-02   \n",
       "183      850181       动物保健    -0.303    3.260    4.45    2.65  2018-01-02   \n",
       "184      850221       煤炭开采    -0.342    1.160    1.74    0.95  2018-01-02   \n",
       "185      850222       焦炭加工    -0.390    1.990    3.24    1.56  2018-01-02   \n",
       "186      850231       其他采掘    -0.561    2.380    3.09    1.56  2018-01-02   \n",
       "187      850241     油气钻采服务    -0.334    1.510    1.98    1.23  2018-01-02   \n",
       "188      850242     其他采掘服务    -0.373    5.310    9.71    1.58  2018-01-02   \n",
       "189      850311       石油加工    -0.255    1.330    1.57    1.04  2018-01-02   \n",
       "190      850313       石油贸易    -0.325    1.840    2.56    1.52  2018-01-02   \n",
       "191      850321         纯碱    -0.333    1.630    2.05    1.14  2018-01-02   \n",
       "192      850322         氯碱    -0.403    1.590    2.14    1.15  2018-01-02   \n",
       "193      850323        无机盐    -0.295    2.840    3.88    2.06  2018-01-02   \n",
       "194      850324     其他化学原料    -0.323    2.400    3.43    1.72  2018-01-02   \n",
       "195      850331         氮肥    -0.361    2.380    3.19    1.42  2018-01-02   \n",
       "196      850332         磷肥    -0.338    1.570    2.25    1.22  2018-01-02   \n",
       "197      850333         农药    -0.273    2.000    2.27    1.58  2018-01-02   \n",
       "198      850334     日用化学产品    -0.320    2.800    3.47    1.89  2018-01-02   \n",
       "199      850335   涂料油漆油墨制造    -0.409    3.560    5.33    2.44  2018-01-02   \n",
       "200      850336         钾肥    -0.474    1.570    1.98    1.31  2018-01-02   \n",
       "201      850337       民爆用品    -0.343    2.110    2.61    1.65  2018-01-02   \n",
       "202      850338     纺织化学用品    -0.321    2.200    2.77    1.47  2018-01-02   \n",
       "203      850339     其他化学制品    -0.289    2.720    3.43    2.01  2018-01-02   \n",
       "204      850341         涤纶    -0.296    2.650    3.47    1.76  2018-01-02   \n",
       "205      850342         维纶    -0.388    1.180    1.48    0.92  2018-01-02   \n",
       "206      850343         粘胶    -0.408    1.600    2.09    1.09  2018-01-02   \n",
       "207      850344       其他纤维    -0.397    3.050    4.08    2.23  2018-01-02   \n",
       "208      850345         氨纶    -0.095    3.140    3.80    2.24  2018-01-02   \n",
       "209      850351     其他塑料制品    -0.523    2.670    3.66    1.49  2018-01-02   \n",
       "210      850352        合成革    -0.226    2.580    3.11    2.06  2018-01-02   \n",
       "211      850353       改性塑料    -0.321    1.980    2.56    1.45  2018-01-02   \n",
       "212      850361         轮胎    -0.325    1.520    1.89    1.17  2018-01-02   \n",
       "213      850362     其他橡胶制品    -0.407    2.480    4.15    1.84  2018-01-02   \n",
       "214      850363         炭黑    -0.396    2.820    3.46    1.78  2018-01-02   \n",
       "215      850372        聚氨酯    -0.331    3.350    4.23    2.01  2018-01-02   \n",
       "216      850373         玻纤    -0.365    2.610    3.89    1.99  2018-01-02   \n",
       "217      850381        复合肥    -0.336    1.780    2.45    1.41  2018-01-02   \n",
       "218      850382    氟化工及制冷剂    -0.355    2.440    3.12    1.71  2018-01-02   \n",
       "219      850383    磷化工及磷酸盐    -0.359    1.490    1.95    1.20  2018-01-02   \n",
       "220      850411         普钢    -0.313    1.260    1.74    0.93  2018-01-02   \n",
       "221      850412         特钢    -0.368    2.070    2.85    1.47  2018-01-02   \n",
       "222      850521      金属新材料    -0.465    2.490    3.46    1.63  2018-01-02   \n",
       "223      850522       磁性材料    -0.445    2.150    3.08    1.60  2018-01-02   \n",
       "224      850523     非金属新材料    -0.406    4.460    6.05    2.73  2018-01-02   \n",
       "225      850531         黄金    -0.220    2.400    3.29    2.13  2018-01-02   \n",
       "226      850541         稀土    -0.401    4.530    6.12    3.39  2018-01-02   \n",
       "227      850542          钨    -0.420    2.950    4.02    2.19  2018-01-02   \n",
       "228      850543          锂    -0.494    7.690   10.78    3.29  2018-01-02   \n",
       "229      850544    其他稀有小金属    -0.442    2.780    4.05    1.95  2018-01-02   \n",
       "230      850551          铝    -0.500    1.340    2.34    1.05  2018-01-02   \n",
       "231      850552          铜    -0.402    1.730    2.29    1.23  2018-01-02   \n",
       "232      850553         铅锌    -0.392    1.930    2.92    1.54  2018-01-02   \n",
       "233      850611       玻璃制造    -0.431    1.650    2.52    1.22  2018-01-02   \n",
       "234      850612       水泥制造    -0.188    1.760    2.07    1.34  2018-01-02   \n",
       "235      850614       其他建材    -0.468    3.070    4.34    2.04  2018-01-02   \n",
       "236      850615       耐火材料    -0.324    2.100    2.76    1.66  2018-01-02   \n",
       "237      850616         管材    -0.382    2.770    3.89    1.95  2018-01-02   \n",
       "238      850623       房屋建设    -0.167    1.150    1.58    0.85  2018-01-02   \n",
       "239      850711       机床工具    -0.318    2.880    3.76    2.26  2018-01-02   \n",
       "240      850712      机械基础件    -0.350    1.940    2.54    1.56  2018-01-02   \n",
       "241      850713       磨具磨料    -0.572    1.830    2.77    1.30  2018-01-02   \n",
       "242      850714        内燃机    -0.396    1.130    1.79    0.89  2018-01-02   \n",
       "243      850715     制冷空调设备    -0.347    1.750    2.51    1.48  2018-01-02   \n",
       "244      850716     其它通用机械    -0.382    3.210    4.15    2.27  2018-01-02   \n",
       "245      850721     纺织服装设备    -0.390    1.970    2.28    1.47  2018-01-02   \n",
       "246      850722       工程机械    -0.209    1.490    2.11    1.25  2018-01-02   \n",
       "247      850723       农用机械    -0.335    1.550    2.13    1.15  2018-01-02   \n",
       "248      850724       重型机械    -0.368    1.430    1.97    1.19  2018-01-02   \n",
       "249      850725   冶金矿采化工设备    -0.259    1.700    2.21    1.40  2018-01-02   \n",
       "250      850726     印刷包装机械    -0.410    1.840    2.68    1.35  2018-01-02   \n",
       "251      850727     其它专用机械    -0.393    2.680    3.87    1.94  2018-01-02   \n",
       "252      850728       楼宇设备    -0.444    1.500    3.40    1.14  2018-01-02   \n",
       "253      850729       环保设备    -0.457    2.390    3.41    1.61  2018-01-02   \n",
       "254      850731       仪器仪表    -0.338    3.120    3.87    2.31  2018-01-02   \n",
       "255      850741         电机    -0.410    2.270    3.10    1.44  2018-01-02   \n",
       "256      850751       金属制品    -0.460    1.850    2.80    1.27  2018-01-02   \n",
       "257      850811       集成电路    -0.424    3.500    4.83    2.19  2018-01-02   \n",
       "258      850812       分立器件    -0.434    3.530    4.30    2.32  2018-01-02   \n",
       "259      850813      半导体材料    -0.164    5.260    6.91    3.91  2018-01-02   \n",
       "260      850822      印制电路板    -0.206    3.330    4.10    2.81  2018-01-02   \n",
       "261      850823       被动元件    -0.264    3.150    3.67    2.35  2018-01-02   \n",
       "262      850831       显示器件    -0.529    1.500    2.55    1.07  2018-01-02   \n",
       "263      850832        LED    -0.451    2.820    3.75    1.85  2018-01-02   \n",
       "264      850833       光学元件    -0.517    4.550    6.28    2.51  2018-01-02   \n",
       "265      850841       其他电子    -0.411    3.450    4.33    2.27  2018-01-02   \n",
       "266      850851     电子系统组装    -0.431    6.120    8.26    3.74  2018-01-02   \n",
       "267      850852    电子零部件制造    -0.413    3.780    5.19    2.57  2018-01-02   \n",
       "268      850911        乘用车    -0.289    1.600    2.01    1.30  2018-01-02   \n",
       "269      850912      商用载货车    -0.353    0.900    1.26    0.71  2018-01-02   \n",
       "270      850913      商用载客车    -0.526    2.240    3.53    1.42  2018-01-02   \n",
       "271      850921      汽车零部件    -0.349    1.980    2.60    1.46  2018-01-02   \n",
       "272      850935       船舶制造    -0.382    1.240    2.13    1.10  2018-01-02   \n",
       "273      850936       铁路设备    -0.369    1.980    3.01    1.75  2018-01-02   \n",
       "274      850941       汽车服务    -0.375    1.520    1.86    1.12  2018-01-02   \n",
       "275      851012       终端设备    -0.371    2.890    4.00    2.01  2018-01-02   \n",
       "276      851013     通信传输设备    -0.325    2.730    3.71    2.20  2018-01-02   \n",
       "277      851014     通信配套服务    -0.328    2.990    3.58    2.21  2018-01-02   \n",
       "278      851021      计算机设备    -0.286    2.650    3.33    2.06  2018-01-02   \n",
       "279      851111         冰箱    -0.313    2.960    3.90    1.90  2018-01-02   \n",
       "280      851112         空调    -0.284    4.110    5.71    2.68  2018-01-02   \n",
       "281      851113        洗衣机    -0.349    4.040    5.12    2.64  2018-01-02   \n",
       "282      851114        小家电    -0.431    3.760    5.30    2.49  2018-01-02   \n",
       "283      851115      家电零部件    -0.437    2.420    3.43    1.77  2018-01-02   \n",
       "284      851121         彩电    -0.401    1.260    1.85    0.93  2018-01-02   \n",
       "285      851122     其它视听器材    -0.296    2.450    3.23    1.67  2018-01-02   \n",
       "286      851231         白酒    -0.239    6.770    8.45    4.46  2018-01-02   \n",
       "287      851232         啤酒    -0.114    2.440    3.29    1.87  2018-01-02   \n",
       "288      851233       其他酒类    -0.352    3.260    4.08    2.32  2018-01-02   \n",
       "289      851234        软饮料    -0.354    2.610    5.26    2.10  2018-01-02   \n",
       "290      851235        葡萄酒    -0.454    2.500    3.04    1.79  2018-01-02   \n",
       "291      851236         黄酒    -0.352    1.630    2.14    1.29  2018-01-02   \n",
       "292      851241        肉制品    -0.242    5.430    6.99    4.03  2018-01-02   \n",
       "293      851242      调味发酵品     0.113    4.700    5.56    3.57  2018-01-02   \n",
       "294      851243         乳品    -0.296    5.610    7.22    4.19  2018-01-02   \n",
       "295      851244       食品综合    -0.064    3.080    3.49    2.59  2018-01-02   \n",
       "296      851311         毛纺    -0.406    1.920    2.61    1.45  2018-01-02   \n",
       "297      851312         棉纺    -0.259    1.260    1.49    1.02  2018-01-02   \n",
       "298      851313         丝绸    -0.279    1.920    2.66    1.40  2018-01-02   \n",
       "299      851314         印染    -0.336    1.820    2.22    1.31  2018-01-02   \n",
       "300      851315         辅料    -0.373    2.720    3.02    1.68  2018-01-02   \n",
       "301      851316       其他纺织    -0.395    2.360    3.02    1.91  2018-01-02   \n",
       "302      851322         男装    -0.306    2.170    2.82    1.90  2018-01-02   \n",
       "303      851323         女装    -0.464    2.670    3.48    1.11  2018-01-02   \n",
       "304      851324       休闲服装    -0.293    2.540    2.96    1.84  2018-01-02   \n",
       "305      851325         鞋帽    -0.346    1.970    2.41    1.60  2018-01-02   \n",
       "306      851326         家纺    -0.306    3.080    3.76    1.89  2018-01-02   \n",
       "307      851327       其他服装    -0.367    1.810    2.80    1.25  2018-01-02   \n",
       "308      851411         造纸    -0.387    1.420    2.09    1.02  2018-01-02   \n",
       "309      851421       包装印刷    -0.230    2.210    2.85    1.79  2018-01-02   \n",
       "310      851432         家具    -0.482    2.960    3.75    1.73  2018-01-02   \n",
       "311      851433     其他家用轻工    -0.419    1.890    2.88    1.30  2018-01-02   \n",
       "312      851434       珠宝首饰    -0.417    1.950    2.68    1.44  2018-01-02   \n",
       "313      851435       文娱用品    -0.289    2.760    3.93    2.19  2018-01-02   \n",
       "314      851441     其他轻工制造    -0.444    5.100   10.89    3.04  2018-01-02   \n",
       "315      851511      化学原料药    -0.328    2.820    3.27    1.93  2018-01-02   \n",
       "316      851512       化学制剂    -0.256    4.310    5.13    2.80  2018-01-02   \n",
       "317      851521         中药    -0.316    3.060    3.53    2.13  2018-01-02   \n",
       "318      851531       生物制品    -0.236    6.010    7.33    4.19  2018-01-02   \n",
       "319      851541       医药商业    -0.323    2.540    3.03    1.64  2018-01-02   \n",
       "320      851551       医疗器械    -0.286    4.220    5.17    3.36  2018-01-02   \n",
       "321      851561       医疗服务    -0.201    8.490   10.65    5.72  2018-01-02   \n",
       "322      851611         火电    -0.144    1.100    1.25    0.95  2018-01-02   \n",
       "323      851612         水电    -0.111    1.960    2.17    1.67  2018-01-02   \n",
       "324      851613       燃机发电    -0.324    1.810    2.41    1.36  2018-01-02   \n",
       "325      851614         热电    -0.272    1.710    2.02    1.30  2018-01-02   \n",
       "326      851615      新能源发电    -0.346    1.840    2.35    1.49  2018-01-02   \n",
       "327      851621         水务    -0.330    1.530    2.10    1.18  2018-01-02   \n",
       "328      851631         燃气    -0.304    1.990    2.71    1.70  2018-01-02   \n",
       "329      851641    环保工程及服务    -0.502    2.280    3.56    1.55  2018-01-02   \n",
       "330      851711         港口    -0.329    1.460    2.00    1.18  2018-01-02   \n",
       "331      851721         公交    -0.312    1.320    1.68    1.08  2018-01-02   \n",
       "332      851731       高速公路    -0.285    1.030    1.41    0.88  2018-01-02   \n",
       "333      851741       航空运输    -0.376    1.290    1.67    0.93  2018-01-02   \n",
       "334      851751         机场    -0.001    2.780    3.20    2.25  2018-01-02   \n",
       "335      851761         航运    -0.302    1.480    2.08    1.26  2018-01-02   \n",
       "336      851771       铁路运输    -0.203    1.280    1.58    1.06  2018-01-02   \n",
       "337      851781         物流    -0.386    2.160    2.87    1.67  2018-01-02   \n",
       "338      851811      房地产开发    -0.314    1.400    2.25    1.13  2018-01-02   \n",
       "339      851821       园区开发    -0.167    1.850    2.29    1.30  2018-01-02   \n",
       "340      851911         银行    -0.158    0.850    1.13    0.73  2018-01-02   \n",
       "341      851921       多元金融    -0.370    1.920    2.30    1.49  2018-01-02   \n",
       "342      851931         证券    -0.272    1.250    1.81    1.02  2018-01-02   \n",
       "343      851941         保险    -0.255    2.270    3.11    1.90  2018-01-02   \n",
       "344      852021         贸易    -0.369    1.240    1.78    0.92  2018-01-02   \n",
       "345      852031         百货    -0.412    1.710    2.22    1.17  2018-01-02   \n",
       "346      852032         超市    -0.289    3.050    4.19    2.46  2018-01-02   \n",
       "347      852033      多业态零售    -0.259    1.820    2.22    1.39  2018-01-02   \n",
       "348      852041       专业连锁    -0.276    1.730    2.06    1.28  2018-01-02   \n",
       "349      852051     一般物业经营    -0.235    1.100    1.44    0.92  2018-01-02   \n",
       "350      852052       专业市场    -0.368    1.650    2.41    1.23  2018-01-02   \n",
       "351      852111       人工景点     0.104    3.030    3.79    2.73  2018-01-02   \n",
       "352      852112       自然景点    -0.399    1.870    2.44    1.33  2018-01-02   \n",
       "353      852121         酒店    -0.318    2.770    3.24    1.85  2018-01-02   \n",
       "354      852131       旅游综合    -0.008    4.700    5.37    3.36  2018-01-02   \n",
       "355      852141         餐饮    -0.332    3.890    5.57    2.51  2018-01-02   \n",
       "356      852151     其他休闲服务    -0.202    5.640    7.85    1.49  2018-01-02   \n",
       "357      852211       通信运营    -0.191    1.390    1.71    1.23  2018-01-02   \n",
       "358      852221    互联网信息服务    -0.338    4.130    5.99    3.36  2018-01-02   \n",
       "359      852222    移动互联网服务    -0.398    2.080    3.16    1.47  2018-01-02   \n",
       "360      852223    其他互联网服务    -0.390    2.390    3.50    1.48  2018-01-02   \n",
       "361      852224     有线电视网络    -0.313    1.240    1.67    0.94  2018-01-02   \n",
       "362      852225       软件开发    -0.213    4.800    5.95    3.54  2018-01-02   \n",
       "363      852226       IT服务    -0.265    2.850    3.62    2.10  2018-01-02   \n",
       "364      852241       平面媒体    -0.358    1.570    2.06    1.13  2018-01-02   \n",
       "365      852242       影视动漫    -0.439    2.850    3.80    1.91  2018-01-02   \n",
       "366      852243       营销服务    -0.482    3.250    4.41    1.80  2018-01-02   \n",
       "367      852244     其他文化传媒    -0.361    3.400    6.72    1.95  2018-01-02   \n",
       "368      852311         综合    -0.397    1.600    2.47    1.12  2018-01-02   \n",
       "369      857221       装修装饰    -0.387    2.000    2.98    1.50  2018-01-02   \n",
       "370      857231       城轨建设    -0.269    1.090    1.54    0.90  2018-01-02   \n",
       "371      857232       路桥施工    -0.254    1.370    1.72    1.16  2018-01-02   \n",
       "372      857233       水利工程    -0.320    0.920    1.33    0.74  2018-01-02   \n",
       "373      857234       铁路建设    -0.123    1.010    1.30    0.92  2018-01-02   \n",
       "374      857235     其他基础建设    -0.350    2.310    3.34    1.29  2018-01-02   \n",
       "375      857241        钢结构    -0.361    1.690    2.30    1.17  2018-01-02   \n",
       "376      857242       化学工程    -0.274    1.440    1.68    1.14  2018-01-02   \n",
       "377      857243     国际工程承包    -0.422    1.770    2.50    1.27  2018-01-02   \n",
       "378      857244     其他专业工程    -0.401    1.160    1.96    0.97  2018-01-02   \n",
       "379      857251       园林工程    -0.547    2.450    3.82    1.48  2018-01-02   \n",
       "380      857321      电网自动化    -0.282    2.030    2.77    1.61  2018-01-02   \n",
       "381      857322      工控自动化    -0.369    3.930    4.73    2.69  2018-01-02   \n",
       "382      857323       计量仪表    -0.424    1.570    2.41    1.18  2018-01-02   \n",
       "383      857331    综合电力设备商    -0.291    1.210    1.44    1.03  2018-01-02   \n",
       "384      857332       风电设备    -0.480    1.710    2.77    1.18  2018-01-02   \n",
       "385      857333       光伏设备    -0.392    1.910    2.91    1.39  2018-01-02   \n",
       "386      857334       火电设备    -0.562    2.000    2.64    1.01  2018-01-02   \n",
       "387      857335       储能设备    -0.229    2.310    2.62    1.93  2018-01-02   \n",
       "388      857336     其它电源设备    -0.239    2.000    2.39    1.57  2018-01-02   \n",
       "389      857341       高压设备    -0.362    1.040    1.75    0.93  2018-01-02   \n",
       "390      857342       中压设备    -0.324    2.160    3.23    1.86  2018-01-02   \n",
       "391      857343       低压设备    -0.186    2.930    3.59    2.27  2018-01-02   \n",
       "392      857344    线缆部件及其他    -0.387    2.170    3.46    1.69  2018-01-02   \n",
       "393      857411       航天装备    -0.307    2.840    3.47    2.22  2018-01-02   \n",
       "394      857421       航空装备    -0.272    2.700    3.23    2.28  2018-01-02   \n",
       "395      857431       地面兵装    -0.286    3.130    4.03    2.35  2018-01-02   \n",
       "396      858811     其他交运设备    -0.421    3.000    5.78    2.19  2018-01-02   \n",
       "\n",
       "            end  \n",
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      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option(\"display.max_rows\", None)\n",
    "df_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "sw_dir = \"C:\\\\quanttime\\\\data\\\\index\\\\sw\\\\valuation\\\\\"\n",
    "tmp_file = sw_dir + \"851931.csv\"\n",
    "tmp_columns = [\"date\",\"pb\",\"pe\",\"close\",\"index_code\",\"index_name\"]\n",
    "df_security = pd.read_csv(tmp_file,encoding='gbk', index_col=[\"date\"], parse_dates=True, usecols=tmp_columns)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pb</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-12-17</th>\n",
       "      <td>4.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-23</th>\n",
       "      <td>4.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-01</th>\n",
       "      <td>4.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-03</th>\n",
       "      <td>4.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-07</th>\n",
       "      <td>4.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-08</th>\n",
       "      <td>4.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-09</th>\n",
       "      <td>4.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-10</th>\n",
       "      <td>4.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-13</th>\n",
       "      <td>4.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-14</th>\n",
       "      <td>4.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-15</th>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-16</th>\n",
       "      <td>4.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-17</th>\n",
       "      <td>4.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-20</th>\n",
       "      <td>4.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-21</th>\n",
       "      <td>4.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-22</th>\n",
       "      <td>5.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-23</th>\n",
       "      <td>4.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-24</th>\n",
       "      <td>4.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-27</th>\n",
       "      <td>4.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-28</th>\n",
       "      <td>4.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-29</th>\n",
       "      <td>4.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-04-30</th>\n",
       "      <td>4.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-04</th>\n",
       "      <td>4.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-06</th>\n",
       "      <td>4.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-07</th>\n",
       "      <td>4.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-11</th>\n",
       "      <td>4.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-12</th>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-19</th>\n",
       "      <td>4.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-25</th>\n",
       "      <td>4.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-26</th>\n",
       "      <td>4.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-05-27</th>\n",
       "      <td>4.52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              pb\n",
       "date            \n",
       "2014-12-17  4.45\n",
       "2015-03-23  4.44\n",
       "2015-04-01  4.42\n",
       "2015-04-03  4.56\n",
       "2015-04-07  4.63\n",
       "2015-04-08  4.85\n",
       "2015-04-09  4.84\n",
       "2015-04-10  4.87\n",
       "2015-04-13  4.82\n",
       "2015-04-14  4.67\n",
       "2015-04-15  4.50\n",
       "2015-04-16  4.57\n",
       "2015-04-17  4.60\n",
       "2015-04-20  4.47\n",
       "2015-04-21  4.71\n",
       "2015-04-22  5.01\n",
       "2015-04-23  4.95\n",
       "2015-04-24  4.77\n",
       "2015-04-27  4.79\n",
       "2015-04-28  4.85\n",
       "2015-04-29  4.77\n",
       "2015-04-30  4.67\n",
       "2015-05-04  4.53\n",
       "2015-05-06  4.43\n",
       "2015-05-07  4.46\n",
       "2015-05-11  4.42\n",
       "2015-05-12  4.50\n",
       "2015-05-19  4.42\n",
       "2015-05-25  4.49\n",
       "2015-05-26  4.55\n",
       "2015-05-27  4.52"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2010_2015 = df_security.loc[\"2010-01-06\":\"2015-11-27\",[\"pb\"]]\n",
    "compare = df_2010_2015[\"pb\"].quantile(0.98)\n",
    "df_2010_2015[df_2010_2015[\"pb\"]>=compare]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.456000000000004"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_security[\"pb\"].quantile(0.90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp={}\n",
    "if tmp:\n",
    "    print(\"not empty\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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